{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 特征值、特征向量求解"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 下图为对矩阵求特征值、求特征向量的相关操作。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 标量运算"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 向量运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 下图中，α是一个标量， $c = αb$是把向量b拉长。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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VhxR43C4eVEdUAONFAKuD5BRFwf7oGwiEmtARWY9BNVjggECxPg/VWj3qhAb47BXDVh2yvTcChDHxN7Y16rqeChbGqoSqqqjRToVLKYGEEFwowRrfnajxL8haI8FzJIiIJh7DBOVknngkk0nE44O4/YkA/t1mPfEQANxxfjGuXFqe1t/d2AdtnJYtSVIqTACA3W6Hy+XCmlM9aRMBTgaI8pMrQBgf749sRyDYhI7IOsTU/oLH9GtzUaPVo05ohN9eBbtr+KpD5mpEtgBh7tpmrEwYQcL4PaFpQ4fWnTh4JvYrr+DSortR7VuQ+h3jcrnSVkH5u4OIaOIJurGJlihDZtemRCKBO58I4K9vHs153X+dV4xrVlbA6/WmwoQxmTAe19jqJMsyVHXoYCtRFOF0OlMTAqMnPCcERNayBYjMVYieaBvagmvREVmHiNJX8Jg+rRY1Wj1q0IBie63lqoM5VIwUIDIn/5nNHhKJBBKJBGRZRr/UBVG0o9J9ElwuV+qNNRJERJOPYYKyygwSkiThnqcC+PO23K9kfu6cInygoTIVJDweT+qVwswtC8ab8WqjKIqw2WzDJh9ElM4qQBg/t6qq4lCsE63BtegItyCk9BY8plerRrVWj1o0oMQ+J2vNQ7YtTMb7fAJEJuO5GL+HjBcgjDor8z0wSBARHR/c5kTDZAsSX/97x4hB4rYz/Xh/fQU8Hk8qSGT2eAeQmlAYEw0jTAiCMOzVSyIakk+AOBzfg7ZgE9rDLRiQ9xc8plurQI1ej1q9EaX2E2B3jq4GwhwizOEh38m+KIrQdT21qimKIhwOBzRNS/sdYg4sDBJERJOLYYLSmGskjPat9/+zE7/ffDjndTet8uFDqyrTtjZZFUIae6GNyYWxOGb+d5wUEA3JdpCc8aYoCvoH96MtuBaBcDOOJvcWPJ5LKx0qokYjSm3z4HAODw0j1UCYz4gp5AT7zHNmjM5Oxn/LtuJBRESTi2GCUjKLrSVJwv88txu/3pR7j/UN9T7ccGZV2tYmo3tTto4q5iJLc5jI/G9Es1WuAKGqKgYGe9AaXIv2UDMOJ3cVPJ5TL0a1uhK1aES5bQEc7twBItsWJnOAyGcLU76MMGEUZWd78YG/L4iIjh+GCQKQPUj84IXd+OlLB3Ned+1yLz5xdmUqRJi3NpnrJLIxd20x/zui2SgzQJi7MamqilCiD60Da9EebsYhKVDweA7dj2ptBWr1RpTbTobT7bQ8/8GqBiJbgADG/+fYeNHBHCQM/J1BRHR8MUxQqmuKOUj8rKkLP2zOXbT5vmUe3HZeVSpIeL1eOJ3OvIKEGScDNFuZg0NmJyZVVRGRjqBtoBmBcDN6EzsBFNYvw6F7UaWtQA0aUCkugtPlSmt6kE+AyNxWNFEBIhNXLImIpiaGiVkuW5D41bq9ePDF7pzXvXuJG59bXT2sa1Nm5yYiSpdrBULTNESlAbQNNCEQbkbP4Hbo0Aoaz667UaktR63egErbEjidrrzOgZgKAYKIiKY+holZzNzH3ejc9MjG/bj/+QM5r3v7Ije+eGF11q5NDBJEw420hSkuhxEYaEEg3IQD8dcLDhA23YVKbRlq9AZUiUvhcrqzbmEyvzfqm4z2qgwQRESUD4aJWcq8ImF0bXp00358/Z/7cl53+UIX7rhoeLG1+WwITjaIcm9h0jQNg8kI2oPr0RZqwv74NmhQChpP1B2o1JaiRm9AtXgaXE5PWsF05lYmrkAQEdF4YJiYhbJtbXp8cze++kzutpIXz3fh7our4PP5GCSIsjCfA6Gq6rAQkZBj6AhuQCDUhL3xzVB1uaDxRN2Ocm0JavVGVIunwe30ZQ0QmVuZMtu4MkAQEdFYMUzMMplBIplM4ultPfjy3/bkLO28YJ4T91xSBb8pSLjdbgYJmvVyHSSnaRokeRCdoY0IhJrRFXsFii4VNJ6g21CuLUaNXo8acSXcDl/WNq6Z4SGzCxMDBBERjQeGiVkkW5B45vUe3PHUbqg5ksQ5Jzhw72XVKPJzRYIIsA4QRohIygnsDr+KtuBa7IltgqwnChpP0EWUaaegWq9HrVgPj6PI8hyIXG1cGSCIiGi8MUzMEpk1EslkEs9vP4gvPrkbSo5azzPnOPANU5Dwer1wuVypFrAMEjRbZAaIzCJqRZWxO/QqAqEm7IpuRFKLFTiggFLtZNTo9agV6uF1lIy6iJoBgoiIJhrDxCyQLUisbT2EzzzWCTnHkkRDrQP3XVGNkiJfqnMTgwTNJrkChKZpkJUk9oa3oS3YhF3Rl5DQIgUOKKBEn49qtR51Yj289jLLU6izbWMygoMRIhggiIhoojFMzHBGkDBvb2ppO4RP/bkDyRxBYnmVHfdfUYXSIq5I0OxiDhDZujCpqpoKEJ2R9RjUQgUOCBRr81Ct16NOaITPXg67y7oDU2YRdeY2JgYIIiKaTAwTM5j5VVSj/evGjsO49U8dSCjWQeLUSju+c1UVykv8qSDBYmuaybIFCHMQ1zQN+0JvoC3UhM7IOsTUowWP6dfmokarR52wCn57ZdaTqLMVUmcGCCM8MEAQEdHxwDAxQxkTIvM5Eq/uOoKb/xhAXLYuklhcbsMDV1WhwhQkWGxNM5GuDwVq8/alzFWI7kgr2oJr0R5pQVQ5XPCYPq0O1Vo96tCAInsN7M7sqw8MEERENF0wTMxA2YLEtq5+fPwPbYgmrYPEwjIbHnxbNapK/Wldm4ytTXa7nZMWmtayBQhjBcIIEb3R9qEAEW5BWDlY8JherfpYgGhEsb0uLUBk28pk7sLEAEFERFMdw8QMkxkkkskk3th3FB97pA0RyTpInFRiw4NXVaG6zM8aCZpR8gkQh2K70TawFu2RZgTl7oLH9GgVqDoWIErtJ6QChNU5ENkOk8sMEQADBBERTT0MEzNItiCxY/9RfPSRVgQTquV1JxSLeOhtlagrtw4SxmSGaDqwChDmLUyHY11oHRjawnQ0mfv093y4tDJUaytRh0aU2U/KGiAyi6itzoHgCgQREU0XDBMzRGaQkGUZge4B3Pi7VhyNWweJOr+I/3lbFeZWFMHn86VtbXI6nQwSNG0YAcJc/5AZII7E9iMQbEIg3Iwjyd0Fj+nUSlCtrUAdVqHMNh8Od/bwkC1AZAsPDBBERDTdMEzMAOYJkxEmOnoGcMPvWnE4plheV+MT8b23V+GEirdqJNxuN1ckaNrIDBDZWrkODB5E28BaBMLN6JPaCx7ToRehWl2BGjSgwnYyHK7sBdS5ViBYA0FERDMFw8QMYG7/mkwmsedQEDf8rhUHI7LlNZUeAQ9dVYF5lX74fL5U+1dzsTWDBE1FuQKE8bMQGuxD27EViIOJ1oLHtOteVKkrUIsGVNoWweFyDgsOmSdRZ+vExBUIIiKaaRgmpjmjD74RJPYdDuH6h3eiO5S0vKbcLeCht1ViYU1x2jkSDBI0VeUTICLSUQQGmhEINaE7sR2A9Vkq+bDrHlSqp6EWjaiyLckZILJtYWKAICKi2YBhYhrLDBI9/RHc8PBO7BuwDhKlLgEPXFWBRbVDQcLn8w1r/8ogQVNBPgEiKg0gEFyH9lAzDgy+Dh3WHcvyYdNdqFSXHQsQS+F0uUY8iZoBgoiIZjOGiWnKvLVJlmUcHIji+od3YHe/ZHlNkVPAd68sx6l1xWldm4xD6RgkaCrIPIU6M0DEk2G0B9cjEGrC/vg2aLBuMJAPUXeiQj0VtXojqm3L4HS6s4YHBggiIqLhGCamIaNrk1FsfWggghse3oGOwwnLa3yOoSBx2tyStBoJBgmaCowAYQ4S5nMgEnIU7cGXEAg1Y19sC1RY1wPlQ9QdKFeXoEZvQI1tOVxOT9YtTLm6MJlDhCAIqTciIqLZhGFimjEHiWQyicPBKD72u51oOzRoeY3HDnz78jKsPKEkrUbCCBI8kI6Oh8zwYD5ITtM0DCZj6AxuRCDchL2xV6Ho1tv38iHoNpSri1GDBtSKK+B0eLOGB3OAMBdSmw+RM94bPzf8+SEiotmKYWIayWz/2h+K4uOP7MCbvXHLa9x24P7LytA4ryRrsbUxSeJkiCZDtgBhXoWQkoPYFXoZbaEm7Im9DEW3Xm3Lh6CLKNUWoUarR624Em6Hf9j2JafTmQoPmZ2YrFYgAAYIIiIigGFi2sgMEgPhKG7+Qyte67YOEk4b8N+XluGM+aXDgoT5QDpOimgijRgg5AT2hF4dChDRTUjq1t/T+Q0oolRbeCxA1MNjL87rHAgGCCIiotFjmJgGzEEimUwiGInhk39oxav7opbXOETgm5eU4uwFpamuTcbWJgYJmmgjbWFKyhK6wlsRCDVhV3QDJM36ezm/AQWUaPNRozWgVmyA116SNTwwQBAREY0vhokpLjNIRGJxfOrRVmzsilheYxeAr60pwXkLGSRo8owUIGQ5ib2R1xAINqEzugEJLVTggECxdhKqtXrUiQ3w2srgcL+1bWmkIurMTkwMEERERKPHMDGFGZMyY2tTNDaITz/aipZdYctrbAJwz0UluGhRWdauTQwSNJ6ydWEyb2GSZRkHotvRFlyLzuh6xNWBgscsUk9AtV6PWjTAb6+Ew527iNp4M1YfGCCIiIjGD8PEFGW8qmucIxGNxfH5v7TixQ7rV3NFAHetLsalS8qydm0yJlScNFEhrAKEeRWtO7oTbcEmdEbWIaoeKXhMnzZnqAYCDSiyV2c9B8JcSG11DgS7MBER0VSh9b+Gpx9/Ea09feg71IfDh4/gyEAc8274OX720YWwHe8bzBPDxBSUGSTi8UF86fE2/LstaHmNAOD284tw5dKyYVubGCSoUCOtQCiKgt5YOwLBJrRHWhBRDhU8plerSQWIYnsdHC7rGgjjfa6D5BggiIhoKom0/Az3fvefOBo5ir7+KGQdgFCM93y0dNoECQAQdF3Xj/dN0FuMIGFsbYrH47jjiQD++kZ/zuu+eG4R3rOiHD6fb1iNBIMEjUU+KxB98d1oDa5FR6QFIbmn4DE9WiWqtXrUohGl9rmjLqK22+0QBIEBgoiIppEQHvvwKbj20SPQnavxQGsTbl84feIEVyamkMwgMTg4iK8+3T5ikPjsWX68Z0X5sK1NDBI0WiMFCFVVcTi+F23BtegIt+CovK/gMd1a+bEA0YAy+7ycKxAjFVEzQBAR0bSj9mPf/jB0ALaTz8PqE6ZPkAAYJqaMbEHi639vx5+25t5vfusZPry/oSK1tcnj8TBI0KjkChDGFqb++AG0hdaiPdyC/uSegsd0aaWo1laiFo0ot8+H3Tm8+1K206gZIIiIaMKo+/DCb9fC9Y7rsbpWnLxxIxvw0psydIioOHs1Vjonb+jxwDAxBWQGiUQigW8924lHXj2c87pPNHpxbWNFakWCQYLylU+AGBjsRVuwCe2RZhyWOgse06kVoUpbiTo0osy2AE63MxUWzO1cM0+jztXG1VxMTUREVAi18w+457avo/gHV+Fft9VgsuKE9PI6vBrVAcGLM1afA+8kjTteGCaOMyNIGAXXiUQCD/57F369KXcB6/UrPbj+jMpUkPB6vQwSlFO2AGFuP6yqKkKJPgSCzQiEm3FIait4TIfuQ5W2ArV6Iyrtp8DhdGatg7AKEObD5BggiIhoIumyDAWAIicncVQFb67biEMqAMcKnL+6fBLHHh8ME8dRtiDxg//sxk/X9+a87trlHnz8rEpubaIR5QoQxmpYROpHINiC9nAzehI7ABTWk8Gue1CpLked0IhKcTGcLlfOGggGCCIimrW0bqxf3w4FgH3BubhgwfSqlwAYJo6bbEHip01d+EFz7o4471vqxi3nVGY92ZpBggDrAGFu4xpLBlMBonvwTejQChrTprtRqZ52LEAsgcvtToUFZ8ZqhFUNRLYAAbAOgoiIZrDQOrS8loQOEaVnrkbjNKuXABgmjotsQeIXLV148IUDOa971xI3PnN+VVqQMMIEg8TsNtIKhKqqiEkhdITWIxBuxlR7qFgAACAASURBVP74a9ChFjSmTXeiQluGWr0B1bZlcLrclgXU2c6BMK9CMEAQ0WylaRpEcRKLfaew2fi1SLzcgleiOiB4cPoF58GT+i8aNE3EdPhyMExMMvMEzwgSv9uwD/c/tz/ndW87xYUvrE7f2sQgQZnBITNAxJMRdARfQnu4GfviW6FBKWg8UXegQjsVNXoDamzL4XJ6ctZAGAHCHCQYIIhoVot04oU/P4zf/ekZbGjvg2y3YTCsonLlJfjgZ76CL733VPiO9z1OmgT2tvweP/vxw3j65S7EHV44XHOx5tPfxgO3nI0yvR+tL7dDXHo2lpRNg1n1qCnYvm4j+lQAjmU4f3U5jmz6FR584Jd4dudRJKJHkShtwDtuugdf/8wazJmis/Ypelszk7nY1QgSj768H/c+uzfndZcvdOL2CytTB9IxSMxexhmTuQJEQo6jM7QRgVAT9sY3Q9ULKyQTdDsqtMVDAUJcDrfTn9c5EJkBIrMTE8AAQUSzSRStf7kPn7v9h2hRVuHGLz+E5z52ERb4bYDUj8D6R/HtL70NV+96Es/e0Qj38b7dCaYFt+CXX/gY7vz9fiy47j78fNMnsbrWCaVnLe6/8aN4f+xnuK3t4/jwr/fA+67foOOpG1F1vG96vGkHsO5YvYRt7qmw/eVqXPDXEnzs27/FhrctQYkYxMsP/B+8+/Yr8PyGX+D5P96IU6bgzH0K3tLMlC1IPL75AO75e1fO69bMd+LOiyrh9/tT7V/dbjdrJGaRzABhbuWaChDJOHaHX0Eg3Iyu2CtQ9ERBYwq6DWXaItTqDagRV8DjLMq5+mAUUTNAEBFloe7H3790DW74v1uhLP8kHv3bj/Dek0xTMJcP9ngM3jonXn3gQfz91j/iA0WjHENLoH//XvTF1ALbaGQnCE74a0/EiWWugh9LO/Qv3PGOD+L720ScedeTeOa/L0bFsYUH+5yL8dXf3oXXzv8Abu07AlkXYPf5TNt/ZpDQOqx7TYYOQOt5Aj/Z8DU83nwnzkmtwpTi7P96ELf++Ux884kv4Lafnot/fXYxplqJNsPEJMgMEpIk4emtPbj76T05f+BXn+jAV9ZUouhYkDBOtzYKWhkkZq58ViAkOYGu8GYEQk3YE3sZST1e4KAiyrSTUaM3oFash9dZnFbvYARYqwBhbF/iFiYiIhOtG4/ffBmu/20H5Dn/B488+xO8d276lp3YC3fgbe/7MTpkHXDWoXtAA4pGs61HRef3rsCKO9chMRFJ4hih5Br8rutJXFdawINEN+Ab774W398SRelVP8If7nsrSBjEuR/AjWu+jKcfHqolOOPC1dPu7IV8JDY145WYDkCAf8Vn8cifzUHiGPtSXLJ6Hr61dReafvwLvHLLgzh3ihVpM0xMsMwaCUmS8MzrPbj9qV1Qc/zAnzPXga9dWoXiIn/a1iauSMxc5gBhvM9cgZCVJLrCWxAINWN3bCMkLVrgoAJKtQWoQQNqhXr4nGVpYWGkNq7ZujAZxXP8/iQiSuCN712PTz7cjoR4Aj7y/38fH5ybGRJU9G7Zii55aFLpWXEx1swZbX2ADQs+/CAeKduKQ4MTtTLhgG/euXh7cSGPEsQLX70Z33klBN17Pu763s04OevL7A7U1VVAxEFo9uW48MKqSTtAbvIoeKNl07HzJVbi8/97Hy4uz/YsRRSXFkEAIO9uwn86VJx72tRam2CYmEDZgsRzbx7E5x/fBSVHJ84z6hz4+mXDg4S5Iw4najNDrgDx1vdOEnsjryEQasau6EtIaOECBwVK9PlDKxBCA3yOspwdmDLrIHKdA8HvSyKit0jbvoub7m3CgCbAefpNuPOa2iyTYhsWfuTLuHvLj7DFeTY+ce9daBjD7Mw252y8/xNnj8NdTxxpw7fx+Z+0IqmLKL3iZty4xOKJakewefNuqADsC1bjouyJY3pT92PdSx3HnuNleNsKq+UGFcGB8FADd7UbXV0ywDAxO2Tr2vTizkP4zGMdUDTr1wwaauz45uWVKCnyDauRMF4V5oRt+jO+PwCrACHjQPRNtIWasCv6EuLqQMFjFmknolZvQK3QCL+9Ii0wZFuFMFYdMrcxMUAQEeVB68Gj3/ghtsR1QCjCJTd/HMstZl3i3Hfim39+5+Te32TTevGnB3+FVlkHxHJcee27UWO13BBbj5YtEnSIqDjvorGfvaB0Y8MTz2DLwXjO3SAG/fCrOKxpiKz/DX6o5bEEIwhw+E7C+de8Cw2Ze7VGElqH9a/LQ+dLnHU+6i2fYxS7dvUeOw1KQnIyD+fOE8PEBMgWJNYF+vCpP7cjmeO7eXmVHd+6ogplxcO3NjFITH+Z50CYD5NTFAWqqqI7uhNtoSZ0RtYhpvYXPKZfm4sarR51YiOKHTXDah6ybWEaqQaCAYKIaGRq+yP4+b8GoAEQvOfhPVfPnYFbdfKntj+M//3n0aGvh381rrrEuvBCeqUJm8IaIBTh7IvOH3O9hNr1J9z90TuwbrSFJI/diy8+lufnCiW4xt2FJ0dZSJLY1DJULyG4seq8c6wLzKWtePXN5NDWNbECVVVT77uIYWICZAaJTZ1HcMuj7Ugo1t/MSytt+PaVlSgvGd61iUFi+hrpIDlVVdETbUNbsAmd0XWIKH0Fj+nTalGt1WOOuArF9tqsKxD51EBk28ZERET5ULH3H//AluRQHYTrzKtwZe3UmwROHg37//kvbE19PS7DpRVWn6ugtWUjelRAcNbjggvHXu1tO+WL+Ne+92H/kfxWJrTdP8eH3vsT+O56Hr/6UBVG/KsnCLD7anHSvNHeo4LWTZtxWAXgOBXnnG9dE6LufgVbDw4dMiu4l2D5kilWfQ2GiXFnPtlakiS8uvsIbvpDG+KydZHEonIbvnNlFSpLi9K6NrlcLnZtmobyCRCHYrvQFlyLjkgLQkpvwWN6tSpUa/WoE1ah1DF3WIDIfG/ewmSugWCAICIaDwls2bwdsg4ANpx8znkYdU31jJLA5lffOPb1sGPROeeizurrofWgZV3r0NkL88/CuScUUh8gwls1H0vyPKBC0crhggBv1UIsXXbiBK4khbFtW8fQc6w5C6utakeg4eDaJuxQAECA6/RLcHH5hN3UmDFMjKPMILFtTz8+/vsAoknrILGw1IYHr6pCVanfMkjMtqPlp6N8AsThWBfaQk3oiDRjQD5Q8JhurQI1ej3q0IhS+4lwuK3DQ2YdhPmNW5iIiMaZdhS9ffFjW1P8WN64DBP9enJw/Q9w94+acXDCujnZ4Zt/Ne5+4KOwrBW2ovVhf3dsaN+/WIqGM5ZaT0DD69CyLZmqJWiYei/EF049iJ6DMnQIcDeeg9Mtj+7ox/PPvYJBHYBYgks+8n6cNLVqrwEwTIybzCDx5r6j+OjvWxGRVMtrTioR8eBVlagqfetka5fLxSAxTeQTII4OHkDrsRWI/mTuAwrz4dJKUa2tRJ2wCuX2+TlXH7KdRM0VCCKiSSC64HQYH8/B/PkTPSPWEO/eiW3btk1omPAOLEFfEhh1MtIVyMZWb9sSrFxpffCdtKkZmyI6IHhx5oXnp2oJ1D0/w4dul/GXJz47ltufWtQoonEdgA1zFy2C3+LTtEPP4KnmKHQA9oXX4/YPT+RqydgxTIyDzCCx88AAbvhdK4KD1kHihKKhIFFbnl5s7XK5UltPGCSmnmwBQtf1VAG1qqoYSPSiLdiEjnALDic7Cx7TqRejWl2JOqERFfaTYXcNL6A2f5zZhckqQAA8C4KIaGKUYMH8athwAKpQjNKSPF9O1vrR/OOHEX3fF/COUe2LEjHng/+Llz84ppudeLYKVJU7IEAG3LU4odbq65HEtrXrj529sByrL6g8NnnW0Pfvp/GK/5ZJu+UJZStFWcnQ39+i0lKLgKBizx8fxn9CGmCbg2u+fgcu8k3mTeaPYaJAxgRSURQkk0m09wRxw8M7cTSuWF5T5xfx0NsqMbeiCD6fb9jWJhZbTy1WAcLchSmU6BsKEJEWHJICBY/p0P2o1lagDqtQYTsFDs/I50Bk68LEAEFEdDy4cM5VF6Pql4/goN6PvsMqsGSkQBHBy9/5AK5/8hz88WMz7cXEIpxxxlLY/7EFiqpAtnitVd33GL73h/ahWoK5Z+CcBcbXbADPP7cTq665cLJueGLZTkL98mrYNvZBGoxn/RTt4GO456F1iMGOeR/6Pn7woam5KgEwTBTEHCQkSUJnbxDXP7wTh2PWQaLaJ+ChqypwYmXRsBUJc5DghO/4MgcIc4hQFCW1lSmcOIJAqBnt4Rb0JnYCBS4s23UvqrTlqMMqVNkWw+F25uzElLkKkescCH4/ERFNrpJ3fA6fbHwc923tQtPzO6GsbrCedCU68dhd1+HO9afj+3+9D6ut9r1MW3Ysu/aDOPuBrVifbMOb25PAuel7pbS+f+POD3wTWwQHBKgQa0/A3GNfMG3/Y3h08+n48M/G3tlpanHhwg++G/N+/VN0bduGw9qZ6QXpyh788Qt34YleoPrSb+OJn37AumB9CpjCtza1ZQaJPYeGgsTBiGx5TaV3KEicVFWUav/q8XiGtX/lxO/4yKx5UBQlteIkSRIGBwdxNHIIr/Q8iUc7/gu/6Pgwmvt+it7EDow1SNh1N2rVM9Co3oxLhPuwynU95vkbUFxcgqKiIhQXF6e99/l8qdUs4/sn83sosz6C309ERMeB8wx8+Vf34/IaHa//+HZ8/7XY8M+J78bzP/w0Lq+/DA/Fb8KTL/4Y7503BStsx4FtyafwwO2no0jtwOO/eg79pt40kdd/jU++824cuOWvePE770SVCCAWRUQHoPXj3/f/X3Rd/Sm8p3rmTFu9F9+Nb753DhIv/hjf2xB66z/EWvGHW6/GLY/1Y+H7v49/PH47zpji4ZIrE2OQGST2HQ7j+od3ojtkfSxhuVvAQ1dWYGF1cc4D6Tjxm1xWKxDmIuqYFEJ7aB3aw804MPg6dFh358qHTXehUluGWjSi2rYUTpd7xDau2ToxcQWCiGhqc9d/AX99sQ5f+/yX8Y01jXjufddg9aJyiLFD6NqxFS+/3ouSs6/FrY+8jGvPqpnhkzIfzr33b3gCH8PND12PNUdvxPsa/Dj8+vP4z555uPHbT+P2K+fBqf0Iv3mjGx/7/i/x+VtlrBp4Hv88+B784u+XoOh4P4XxJJ6I6379NCKfvAFfedcF2HXdu3Ca/QA2/P0pbLOfj1t+9TC+dsPpKJ0G+UnQdX0iiv5nLE3TUq9YS5KEnv4IPvTr7dhzVLK8psQl4H+uKsepc0pSQcLo3GRMGjkRnDz5BIjBZAQdoZfQHm7Gvvg2aLDeupYPUXegUluKGjSixnYaXHZPXluYMkMEAwQR0XSkIrRrI9ZubEP3UQmusmrUzV+Os85eiqqZ2Pp0BNLBbfjPf17Brn4VZYtX48rLV6I6LUmp6N/RhBc2tSNc0ogrrz4HJ1o3gBo3yvZv4pxV30LxQ534z+cmq0ZBwdEdTfj3hgAGbFVYsOwMnHfWQpRMgxBhYJgYBWMLjKIoSCQSODgQxUd+sx0dhxOW1xQ5BTx0VTmWzSlOK7Z2u92pV525FWXijRQgNE3DYDKKztAGtIdbsDe2GSqst6zlQ9TtKNeWoBaNqLWtgMvuzescCAYIIiKiyXd8wsT0N7NX1MaROUhIkoTDwRhufHhHziDhcwDfvaJsWJAwF1szSEwcIyebz4AwAoTx/zORjGN3+GUEQk3oir8KRbdeYcqHoNtQri1GLRpQa6uH2+VLBYXMVQgjOGQWUxvfE+b3ALswERERTSSxqBTFdhdKSv0MEqPAlYk8ZAaJI6EYbvjtdrzZm72dFwB47MB3ryhH47zhW5ucTieDxATJDBCZRdWapkGSB7En/CoCoWbsib0MWR8saExBF1GmnYJaNKJGXAmPvSivGgijA5Px3hwguAJBREQ02ZLo29UN20kLUMGX2/PGMDGCzCBxNDy0IvFad5auDMe47cD9l5XhjJNK0jrvMEhMjFwBwniflCV0RbYgEGrG7ugGJHXrIJjfoAJKtZNRq9ejztYAj71kxBoIc4Awb2FigCAiIqLpirkrB3OQSCaTCEXjuOn3O3MGCacNuO+S0rQgwa1N488qQKS3dpXRFd6KQHgoQCS0SIGDCijR56NGb0Cd2ACfs2xYzUOusyAYIIiIiGimYZiwkC1I3Pz7nXh1X9TyGocIfOPiUpy9oDSt/atRbG3ezkKjl1+AULAv8joC4WbsiqzHoBYa4VFHGhQo1uahBg2oFRpQ5Ki0rIFggCAiIqLZhmEii8wgEY7Gcdsfd2Jjl/Ur23YR+NqaEpx/cmnagWLm9q8MEqOXT4BQVRXd0R1oCzahM7oeMbW/4HH92lzU6g2oE1ehyFmVFhSM8JBPFyYGCCIiIprJGCYyGBNVI0hEY4P4zJ9a0bIrbHmNTQDuubAEF54yFCQyayQYJEYnW4DIbOOqKAp6Ym0IBJvQEV2HqHK44HF9Wt3QFiahEcX2mmHblzK3NGXrwmS8MUAQERHRbMAwYWIECVmWkUwmEYsP4vN/acWLHdZbZUQAd60uxiWL07c2MUiMjhEgMs+CMAcIVVXRG21HINSMjkgLwsrBgsf1atWo0RswR1yFYntdXkXURngw/t9adWIiIiIimukYJo7JDBKDgwl86fEA/t0WtLxGAHD7+UW4cmlZ2tYmt9vNIJGHXAHCHCQOx7vQGnwRHZF1CMoHCh7XrVUMbWESGlFqP3FMNRAMEEREREQMEwDStzbJsoxEIoG7ngzgHzuO5rzuC+cW4R2nlae2Npm7NjFIZJdvgOgf3I+2YBPaw804Ku8teFy3VoZqfSXqhFUot89ngCAiIiIaB7M+TBiTWaNGIpFI4KtPd+DJN3IX8X7mLB/evbwsLUhwRcKaOTxYFVEPJHqOBYgWHEnuKnhMp1aCGiNA2BZY1kBkHiTHAEFERESUn1kdJoyiXnOQ+PrfO/CnrbmLeW89w4f3rSxPbW3KDBJGJ5/ZLleAMN6HEofQFmxCINyMPqm94DEdehGqtRWoQyMqbKdkXXnIDBVWbVwZIIiIiIhym7VhIjNISJKE+5/txCOv9uW87hONXnywoTztZGuuSLwlnwARlo4gEGxGe7gZvYmdBY/p0L2o0lagFo2osi2Gw+3M2cY12wpE5urDbP//SERERJSPWRkmzG1GjSDx4L934VebDuW87vqVHlx3ekXO9q+iKE7Ss5g6Mlu5GgHCvI0pKg2gPdSCQKgJPYkd0KEVNKZdd6NSW446rEKVbQmcbpflKdTGx5lnQTBAEBERERVm1oUJc5CQJAmSJOEHL+zBT9f35rzu2uUefPysymHF1i6Xa1YGCavD5Mw1ELFkCB2hdQiEmnFg8PWCA4RNd6FSOw11aESVbSmcpmJ3IzQ4nU7YbLasdRDZzoFggCAiIiIau1kVJswTXmNF4qdNXfhBU3fO69631I1bzqlMW5HI3No0G4JErhUI4+sal8LoCL2EQLgJ++OvQYNS0Jii7kSlthS1aECNbTmcLnfOLUzmGgjz/5tshdREREREVJhZEyYyuzZJkoRfrtuLB1/IfW7Bu5e48enzKrOeI+FwOGZ8kDAHCOO9Uf9gfJyQo+gIbkAg3Ix9sS1QIRc0pqjbUaGdiho0okY8DW6XL+8aCKuD5LgCQURERDT+ZkWYyBYkfrdhH+5/bn/O695+igufO78iFSSM7U0zPUhkCxCZRdSJZBy7wpsQCDVjb/wVKHqyoDEF3YZybcnQCoS4Ah6Xf8QAYd7GxC1MRERERJNvxocJc5CQZRmSJOHRlw/g3mdzH4R2+UIn/uuCirSuTUax9UwMEpmHyWUrok7KCewOv4K2UBO6Yi9D1hMFjSnoIsq0RccCxEp4nEXDwsNIXZgYIIiIiIiOnxkdJjKDRCKRwOObu3HP3/fkvG7NfCfuvKhyWPvXmVhsna2Nq3kVIilL2BPejECoCbujG5HU4wUOKKBMOxk1aESduBIeZ4nlORCZXZi4AkFEREQ0tczYMJEtSPzttV7c/fRu6DmuWz3Pia+sqYT/WJDIdiDddA8SmWdBmLcvaZoGWUmiK7wVgVATdkU3QNKiBQ4ooESbj1o0oE5shNdZmlcRtXkVggGCiIiIaOqZkWEi29amZ984iC892Qk1R5I4Z64DX7ukEkX+4QfSGRPc6RokrAKEESIURca+6BtoG1iLXdGXMKiFChwQKNZPQo3egDliI3zO8jEFCBZRExEREU1dMy5MmNu/GkHi+e0H8fnHO6HkOObgjDoH7r20En6fd8ZsbRo5QCg4EN2OtuBadEbXI64OFDxmkXYCavQG1AkNKHJUDzs4zljhsaqDYIAgIiIimj5mVJjIdo7E2tZD+PRfOqBo1ksSDTV2fPPySpQUZa+RmE4rEtnOgjBvY1JVFT3RVrQG16Izsg5R9UjBY/q0OtTqDagTGlFkr0lbcTDCQ65C6mxnQEyXrzcRERHRbDZjwkTmikQymcS6QB9u+1M7kjn2Ni2vtuNbV1ShxJ/9QDrzZHeqMndiylZEraoqeqPtaAuuRUdkHcLKwYLH9Go1qNHqUSeuQom9bljhdOY2JvOp1DabLRUYzAGCh8kRERERTS8zIkxk29q0seMwPvloOxKKdZBYWmnD/ZdXoLTIm3YoXWaNxFSc4OYTIPriu9E68CLaIy0IyT0Fj+nRKlGj16NOWIVS+wlZayCszoIQRTEtRDBAEBEREU1/0z5MZAsSr+4+gpv+0IZB2bpIYlG5Dd++ohIVJX54vd5hB9JNxSCRT4A4Et+H1uCLaA+3YEDeV/CYbq0M1XoD5girUGo7MfW1Mb5OmUXU2U6i5goEERER0cw0rcNEtiDxWlc/PvZIG6JJ6yCxsMyGB66sRFWpf1iNxFQLEvkEiKOD3WgLrkUg3Iz+ZO4zNPLh0kpQra1EnbAK5fYFafUP2c6CsDoHggGCiIiIaGabtmEiW5DYvn8ANz7SioikWl53UomIB66oQHWZP21r01QKElYBwlxEHUwcRFuwCe2hZvQlOwoe06kVoUpbiTqhERW2k+FwDa9/GE2AMAqoGSCIiIiIZq5pGSayFVu3dgdx/cM7ERy0DhInFIl44MoK1Jb7UyFiqqxIjBQgNE1DKNGHtoEmtIebcVBqK3hMh+5DlbYCdWhEpW0R7E6HZXjI7MTEFQgiIiIimpZhIjNItPcEcf3DO3A0rlheU+cX8eBVFZhbUZRWI3E8g0S2AGGcB2EEiHDiCALBFrSHm9GT2AHkPL97ZHbdgyptOWrRiCrbEjhczqzhgQGCiIiIiEYy7cKEMek2gsTuQ2Fc99sdOBy1DhLVPgEPXlmOEyr8xz1I5BMgotJAKkB0D74JHTlO28uDTXcdCxANqLIthfPY8862+pAZIrJtX2KAICIiIiJgmoUJ84qELMvo6gvjI7/ZjoMR2fKaSq+AB6+swElVRVmLrY0J80ROjPMJEDEphPbgerSHm7F/8DXosN6ulQ+b7kSFtgy1aESNbRmcLncqLGQeJJfZhckIVwwQRERERJTLtAkTmVub9h0O47rfbkd3KGl5Tbl7aEViYXX2rU0TGSRy1UAYz2UwGU0FiH3xrdBgvbqSD1F3oEI7FTV6A2psy+FyeobVQFgdJicIguVp1AwQRERERJTNtAgTmUGipz+C6367HfsGrINEiUvAA1eW4+SMIOF2uycsSORTRJ1IxtAZ2ohAuBl745uh6tbPIR+CbkeFtvhYgFgBt9OXtgJh1cqVAYKIiIiICjXlw0RmkDg4EMV1v92OPf2S5TVFTgHfvaIMi2snfmtTri1Mxr0nknHsDr+MQKgZXfFXoeiJgsYUdBvKtEWo1RtQa1sJt9OfVjhtbGOyqoFggCAiIiKi8TClw4QxGVcUBclkEoeDMVz/m+3oOGw9Gfc5gO9cXoplc4pTKxLGORJOp3Nciq3zCRCSnEBXeDMCoSbsjr0MWY+PebyhwUSUaSejRm9Ana0BHmdRznMgshVRm587AwQRERERFWrKhgljkm4Eif5wHDc8vB1tfYOW13jswLcvL8PyudZBwmazjWkCbRUgzAfJJWUJeyNbEQg1Y3dsIyQtOubnPzSYgFJtAWrQgDqxAV5n6ZgChBEazEGCiIiIiKhQUzJMZLZ/HYjE8dGHt2N7r/Wr+24b8K1LS1F/QvGwk63HGiTyCRCKImNv5DUEQk3YFd2AhBYu7MnrQLF+Emr1RtSJjfA5y8YcILiFiYiIiIgm0pQLE8Zk3QgSoWgcn/jddrzWHbO8xmkDvnlJCVbNK3xFYqQAYdzb/uibCASbsCv2EuLqQMHPu0g7ETV6PeaIq+B3VFoGiMwQwQBBRERERMfLlAoTRt2BESTCsUHc/PsdeGWf9XYhhwh8fU0JzppfMuYgkU+AUBQF3ZGdaAs1oTO6DjG1v+Dn69fmokavR53QiCJ79YirD0YnJvM5ENlOoyYiIiIimgxTJkyYg4Qsy4jEBnHrH3Zgw56I5TV2AfjqhcU4b2HJsHMkRgoSmQHCHCTMAaI3GkAg1IyO6DpElEMFP0+fVptagSiy12btwpS5fSnzILlsnZiIiIiIiCbblAgTRpBQFAWyLCMWT+DTf2pFyy7r+gObAHzlwiJctKg0bUXC7XanJuWZXZvMASLzLAhzJ6ZDsV1oC65FR2QdQkpPwc/Po1UdW4FYhVL7XNjtdsszIKzauDJAEBEREdFUc9zDhDlIJJNJxAcT+Oyfd+LF9qDlNSKAu1YX4eJFpfB4PJZBQhTFnAHCXEh9ON6FtmATOiItGJD3F/y83Fr5UBtXoRFl9nnDaiCsQgQDBBERERFNF8c1TGQGiURCwhcfa8W/W60LmgUAXzrPj8uXDK1I+Hy+YUHCmHhn1j9kBoj++AG0hdaiI9KC/mRXwc/HpZWiWl+JOcIqlNsXpAWIzI/NISLbQXLmMSEnMQAAIABJREFUVRWGCCIiIiKaio5bmDAm+EaQkCQJdzzRin9sP5rzus+f48Pbl5WlBQnjZGubzZZ6bEVRsgaIgcHe1ArE4WRnwc/DqRejWluJOmEVKmwLs64+5KqBMHdhYoAgIiIiounkuIQJc5AwOjd95a8BPPl67g5JnznLh3edVpaqkTAKrR0OR2olAkBaiFAUBaFEXypAHJICBd+/Q/ejWlsxFCDEU+D0OLOGh8wQka0LEwMEEREREU1Xkx4msgWJr/0tgD9tPZzzultO9+K9K8qGtX4VRREAoKoqAKQeOyL1oy3YjI5wC3qlnQD0gu7brntQra1ALRpRZVsCh9uZ9zkQVp2YAAYIIiIiIpq+JjVMZAYJSZLw3/9oxyOv9OW87uMNHnxgZWmq7asxWTceU5ZlaJqGWDKIQLAF7eFm9CS2Q4dW0P3adDeqtOWoQyOqbKfC6XaN6hyIbIXUAAMEEREREc0MkxYmsgWJB/7ViV9uPJjzmutXuHFtfQncbndawbJRvB2TQuiMvIT2cAsODL4OHWpB92nTnajUTkMtGlFtWwqX25Nq5ZqtA9NIAYKHyRERERHRTDUpYSJbkPj+87vwk3XDz3AYauWqA7qODy5z4brGktRE3ujUlJCj2BvZjM7IOuwf3AYNSkH3J+oOVGpLjwWI0+B2e0fsxJRtC5NRTM0AQURERESzwYSHCSNIGKdbS5KEn6zdg+83dad9jhEgcOzj9yx24obG4lThsqJL6I5vQVdiE7qlbVAhF3Rfgm5HhX4q6tCAGnEFXC5vXp2YstVAZK5CEBERERHNBhMaJsxBIplMIplM4hctXXjgP/uzBoihjzW8/RQnPraqCBA1HNReR298G3rV16EiWdD9CLoN5fpi1OoNqLWthNvhH/EgOWMLEwMEEREREVE6QTeOiB5n2VYkfrO+C/c+sydrgDDeX7pAwAfO7sOAayeO2HZChVTgjYgo109BLRpRI6yE11E84kFyVjUQDBBERERERG+ZkDCRuSIhSRJ+/1IX7vnHnrTgYLwXdBkn1u3DhSs6UTN3D1QxUeANCCjVFw6tQIgN8DlKc64+jBQgAKSdB0FERERERBMQJowuS6qqQpIkSJKEv7y8D3c/1Xlsa5MGaBqgq5hbsw9LFnZg0YJd8HgKXYEQUKLPTwUIv6M8Z3jIdhJ1tgABsJUrEREREVE241ozYZz5oCgKJElCIpHAU1v248tPdUJXhwJEXdWBoQCxcBd83sECBwSK9Xmo0RtQJzaiyFk5LDRkCxBGeGCAICIiIiIau3FZmcjW+jUej+Ofr3fjjifbUVnejcULOrB44S4U+WMF33SRNvdYgFiFIntV3jUQ2VYhAG5hIiIiIiIai4LDhKZp0DQNsiwjmUxicHAQ8Xgcz7a+jGf2vIBTFnSipDha8I36tLqhLUxCA0ocdSOuPpg7MWV2YTIXUhMRERER0dgUFCaM+ghZlpFIJNAdbMf2o8+hLfISFNuRgm/Oq1WjRq9HnbAKpY65aeEhc/VhpAAhCAJXIIiIiIiIxlFBNRO6rqfqI2KxGFqPrsX2+NOAbeyP6dYqUK2txFzxdJQ55uVcfTCfBTFSG1eGCCIiIiKi8TWmMGEsZhh1EolEAvF4HEe7FwBlo388p1qCSmUF6oRGVDoXwuVx5dXGNdsqBAMEEREREdHkGPPKhLHFKZlMIpFIYMuuPnz18X5c8+5SVFcHR7zepvhQlliKGr0B1a5FcHvccDqdcLvdWVcjchVRM0AQEREREU2+MYcJ41A6RVGQTCbxmw37EZcUBNpPtAwTQtINX/RkVCRPQ6VjEfw+P7xeL9xuN1wuF1wu17B6iMzVB+NjBggiIiIiouNrzNucFEVJdXJSFAVfuqgWA8EwAoF5uGD1m6nPjcedOLB7DhocS1BrOxlF/iL4/X74fD74fD54PJ60IJEZILgCQUREREQ0NRW0zcl82rXLLuCL55fjf5oldHXVIBLxINA2F4n+Gnzu3ArUlgyFiKKit8KE2+2G2z20vclqGxMDBBERERHR1DTmMCEIAnRdT7VcFUURPo8TnzqrBP+78SpsPyyjyiPijjVlqCsfChGZQcLpdKZWIxggiIiIiIimlzGdM2Fsc4rH40gkEgiFQggGgwgGg4hGo4gnJDy2YxDvPNWPuRX+1IqEz+eD1+tNbWsy6iIyAwQAhggiIiIioilu1GHC+HRVVSFJEiRJQjQaRTQaRTgcRiwWg6ZpAACHwwGv1wuv1wu/f6jY2ul0wul0pmojGCCIiIiIiKanMRdgC4IAu33oclVVoWkaBEGA2+2GoigQRfH/sXff8W3d9d7AP+dIOtqe8coezaibxHbapistHaxCS6GLstpymRco8GKVCzys+1zuZT5tKauFC6UDSqEFShmlIXaSZrXZyyOxnTjTiYeGLR2d9fxhH/VYlmRbsrz0eb9eejlD0e9YWefj7+/7/cVHvbpcriFBwtzOBDBAEBERERFNV2MOE+bNv67rsNvtMAwDbrcbgiDA4XBAURRomgabzQaHwwFJkoaMfDX7K4iIiIiIaHrLqDJhNl1rmga73R7/vsPhgKqq8eeYgcJmsw3pjSAiIiIioukvowZsk3lwnSiK8TMnzH4J65QnM1gQEREREdHMkVWYABAPEKIoxs+eiL/4YKBgNYKIiIiIaObJOkwArx1glxgaGCKIiIiIiGaucQkTRERERESUfzhWiYiIiIiIMsIwQUREREREGWGYICIiIiKijDBMEBERERFRRhgmiIiIiIgoIwwTRERERESUEYYJIiIiIiLKCMMEERERERFlhGGCiIiIiIgywjBBREREREQZYZggIiIiIqKMMEwQEREREVFGGCaIiIiIiCgjDBNERERERJQRhgkiIiIiIsoIwwQREREREWWEYYKIiIiIiDLCMEFERERERBlhmCAiIiIioowwTBARERERUUYYJoiIiIiIKCMME0RERERElBGGCSIiIiIiygjDBBERERERZYRhgoiIiIiIMsIwQUREREREGWGYICIiIiKijDBMEBERERFRRhgmiIiIiIgoIwwTRERERESUEYYJIiIiIiLKCMMEERERERFlhGGCiIiIiIgywjBBREREREQZYZggIiIiIqKMMEwQEREREVFGGCaIiIiIiCgjDBNERERERJQRhgkiIiIiIsoIwwQREREREWWEYYKIiIiIiDLCMEFERERERBlhmCAiIiIioowwTBARERERUUYYJoiIiIiIKCMME0RERERElBGGCSIiIiIiygjDBBERERERZYRhgoiIZizDMCb7EoiIZjT7ZF8AERFRLpmBIjFYCIKQ9vtERDQyhgkiIpqRDMOAruswDAOdfW3wO2ZBsnkAvBYcBEGIP0zWn7N+JCKi4RgmiIhoxjGDhKZp0DQNGzoeweGeDXDbClDknI0iaQ5KXHNQ7JyDYtdclLjmwC/NyipkMHQQUT4SDG4oJSKiGcQaJFRVhaqqONxVj+dPfDPtr3OILhRKVSiW5qDYORvFrjkodg4EjUJnJWyifUjASAweyb5NRDTTsTJBREQzijVMKIqCWCyGSvsqOAQXFCOa8tcpehTno204H20b9nMibCiQKlAkzUaxcw6KnLNR4po7WNmYA6fdDUEQIIpi/CPAQEFEMx8rE0RENKPoug5VVaEoCqLRKKLRKCKRCOq7HkR7bGtO1vTZS1HkHNg6VeKai1L3fMzyzMPcgosYKIhoRmNlgoiIZgzr18fMCoUZLKqENWhHbsJEWO1CWO3Cib598R+7ceFnMcdfzTBBRDMaz5kgIqIZw3rjbhhG/KFpGoq1pbAbrgm5jtfPuQ+XlN8anyZFRDRTMUwQEdGMYp3EZPYuAAAMEaV6dc7Xv7rsQ6grfTt0Xc/5WkREk41hgoiIZqRkU5XKtNU5XfPSgveipuiWnK5BRDSVMEwQEdGMkuyka/NRrF8Am56brU417juwuuCW+EQn9koQUT5gmCAiohnBbLg2H9aeCTNgRITzcOqF4752teMWrPa/HQ6HAzabDaIoxkMFEdFMxmlOREQ0bZkhwQwP1lOvY7EYFEVBV/Q4mvobcEzdhrDzzLhfw3LbW1HjvxVOpxOSJMHhcMButzNQEFFeYJggIqJpJVmAMCc2mY+u/hM43PMvNIc2oltpz9m1LBVvRF3BHXC73XC5XHA6nUOqEwwSRDTTMUwQEdGUly5AmNWInsgpNPbWoznYgE75SM6v6QLxjVhTcCc8Hg/cbnc8SJhVCQYJIprpNE1jmCAioqlpNAGiN3IWTYEGNAcacEZunLBrWyK+ARcXvAterxdutxtutxuSJMFut8Nms7EBm4jyQjQaZZggIqKpIzFAWPsgzI8h+TwaezaiOdiAU9GDACb2ULgl4g24pODd8SDhcrniQcJutzNIEFFe0HUdiqIwTBAR0eSzVh6SBYiw3IOm3oEAcTKyHwayOxBO1J2wa17EHN1j+nWLxOtwScF7kwYJViSIKJ/EYrGBrZ2TfSFERJSfrMHBOtbVbKLujwXRHNiEpkADTvTvgQ4tq/VEQ0KxshwlcjW80YUIiSdwtPTJUf/6heLrsLbg7niPRGLDNYMEEeULwzAgyzK8Xi/DBBERTZx0AULXdfTLIbQEXkZTsB7H+3ZBh5rVeqLhQKm2AmV6DUqN5RANO3SbDtWpwqYshEPzQbGFR3ydBeI1uKzgXng8niEN12ZFQhR5bBMR5Q9FUSAIwsD2zsm+GCIimtlGChCRWBhHA9vQFKxHe9+r0IxYVusJhh2l+nJUGLWoEFdCcrjj05XMBm5FUSCKIkqUapy17Uj7evPFdbjMf2/SrU2c2kRE+UiWZbhcLgAcDUtEROPMbKJOFiDMECErERwNbkdj7wa09+2AashZrSkYNpToSwcDxCq4HD7Y7fb4FiSbzQZgoGFQVVXIsgxBEFAu1+AsUoeJ+cKVuMz3fvZIEBENUlUVmqbB4XAAYJggIqJxYA0QycKDruuIqTLaAjvQGKhHa3gbFCOS5aIiivULUGnUokJcDbfDHw8Q1o9mBQEYCBOxWAw2mw2GYaBUWwJJL0RMDAx7+XnCFbjM/wH4fD54PJ54jwSnNhFRPpNlGU6nM/7vH8MEERFlJF2AMEOEosbQHtyJxkA9joa3IKb3ZbmogCJ9MSqMWlSKNXDbC+BwOJIGCOu3rVuc7PaB//rMRu9ydTVOiJuGLDNXuAxXFHwQPp9/SLM1eySIKJ+Z42ALCgriP8YwQUREY2KGh1QBQlUVHAvtQWPvBhwNv4yoHspyQQGFxoKBACHUwmMvGhYekoUJc3uTtV9CVVUIgjB4nSpUVcUc4xKcwGthYq64Flf6Pwyv15f0QDoGCSLKV+Y4WOu/gwwTREQ0ImuASHYOhKqq6AjvQ1OgHi2hzYhovVkuCBQY81Fh1KAStfDaS9OGB/OjGSDMm34zSAiCAF3XIYoiDMOA0+mMVyYqhWXwRGehH+cx13Yp1hX8Ozye5D0SZu8FEVG+MQwD0WgUPp9vyI8zTBARUVLpAoT57ROhg2js3YCW0Cb0aV1Zr+nT56BCr0GVUAefvWzYliXrlqbEBmtrgLCGCGu/hBkqrJ+LKIqYb6xFv34e6wo/AY/7tf6IxHMkiIjylaIosNls8a2iJsEwN70SEVHeSxYgEg+TOxVujAeIkNqZ9ZpevRIVeg0qhTr4bRUpg4P1x0YTIBJv/q1jYRVFQTQahSzLUFUVfUo33PZCSA4nJEmC0+lkRYKIyCIUCsX/bbRiZYKIKM+lChDWbUxn+47gcO8GtAQ3IqCeznpNt142ECBQh0L7bDicjmGBIbEqYd7Um9OZrAHCGiRSMZ9nTnJyOp0QRRGqqsLlmh1/fWuYMdcgIspnieNgrRgmiIjy0GgCxLn+Nhzu3YDm4Eb0KieyXtOllw4GiFoU2efBLo2tByKxD2I0ASKRIAhDqgyiKMLhcMAwjPhrJzZvExHlu8RxsFYME0REeSTdQXK6ruN8/3E09m5AU7AB3bFjWa/n1ItQrtegCnUoti8YEiASqxCpmqjNfoXErUyZsPZQAIg3ZJvftlYv2CNBRJR8HKwVwwQR0QyXKkCYIaIncmqwAtGAc/LRrNeTjAKUa6tRiTqU2BbB4RoeHkZqoraOdE3VA5Epa6CwBgtzLR5GR0T0GlmWh42DtWKYICKagRIDhHUak6Zp6I2eRWNPPZqDDTgrN2W9nsPwoVxfhUqjDiW2JZBcUtrqg1mBsJ7dYK0IWG/4c3Fjn1ihsP44ERENMAwDsiwPGwdrxTBBRDRDjBQggvL5eIA4HT2U9Xp2w4MyfSUqUYdZ4lI4JCntCNdUASKxDwKYmJt6BgciovRSjYO1YpggIprGRgoQfbFeNPbWoynQgFORAzCgZ7We3XBhlr4SFUYtymzLIUnOlNWHqRggiIho9MzG63QYJoiIppmRAkS/EkRTz0Y0BepxIrI36wBhM5yYpVejwqhFua16SIBI9ZEBgohoeks3DtaKYYKIaBpIFyB0XUckFkJT7yY0BRrQ0b8bOtSs1hMNB0r1C1Fp1KLCthKS5Ep7GjUDBBHRzJJuHKwVwwQR0RSV7iRqXdcRVfrQ0vsyGgP1ON6/E5qhZLWeaNhRoi9HpVGHcvEiOB2epKEh8VTqZFOYGCCIiKavkcbBWjFMEBFNIakChBkiZCWCI4GtaArUo71vB1QjltV6gmFDib4MFUYNKsTVcDm8SasP6aYwMUAQEc0sI42DtWKYICKaZCMFiJgSRWtwBxoD9WgLb4NiRLNaTzBEFOsXoNyoQaVYA7fDn/IciFRN1AwQREQz02jGwVoxTBARTYJkAcIwjHgTtaopaA28gsbeDWjt24aY3pflggKK9CWoMGpQJdbCZfen7H1I1QPBAEFENPONZhysFcMEEdEESQwQiVOYVE1Be3AXGnvrcTS8BbIeynJBAYXGQpRrNagSa+CxFycNDcl6IOx2OwMEEVEeGs04WCuGCSKiHLIGCGuIUFU1HiTag7vR2LsBR0MvI6IHslwQKNDno9yoQZVQB6+9BHZn+h4IaxN1YhWCAYKIKH+Y/zeNNA7WimGCiGicGYYBAEOqD9YeCE3TcDy4D02BerSENqFf68l6TZ8+BxV6DaqENfDZZw3rgUhWhUgWIMzwwABBRJR/RjsO1ophgohoHKQLEGaIOBE6hMbeDWgJbURYPZ/1ml69CuX6QAWiwF4Bm2RL2kA9UoBgBYKIiMxxsG63e0y/jmGCiChDyQKE2URtBojT4SYc7t2AluAmBNUzWa/p0csHAgTqUGCvgl1KPoEp2RQmBggiIkplLONgrRgmiIjGYDQB4mxfKw73/AstoY3oVU5mvaZbL0XZYIAoss+NB4jEHgjrBKbEAJH4ABggiIhowFjHwVoxTBARjSBVgLD2QJzvP4bDPRvQHNqI7tixrNd06sUo11ejCnUoti+AXRoICJIkpZzCxABBRESZGOs4WCuGCSKiJMwAkRgezACh6zq6+k8MBIhgA87HWrNeU9ILUa6vQhXWoMS+KB4gUh0klyxAsImaiIjGKhqNwuVyZfRrGSaIiAalCxBmiOiJnI4HiE65Jes1HboP5fpqVKIOJbbFcDhfCw3pqhDJDpJjgCAiorFSVRWGYYxpHKwVwwQR5bXRBIhApBONvfVoCjbgTPRw1ms6DA9maatQiVrMsi2Fwykl7X9IbKJOdpAcAwQREWUjk3GwVgwTRJR3RhMgQtEuNPY2oDnYgJORAwCMrNa0G27M0i5CJepQZlueMkCYP5Y4hYkBgoiIxlum42CtGCaIKG8knkKdGCD6Yr1o7G5Ac3AjTkT2woCe1Xo2w4lSrRpVqEOZ7UJITmfKAJHuNGoGCCIiyoVMx8FaMUwQ0YxmBohUB8n1x4Jo7t2EpkA9Ovr3QIeW1XqiIaFUuxCVRi3KbdWQJNeIB8kxQBAR0UQzx8H6/f6sXodhgohmnMQAkXgORFQJo7nnZTQFG3Cs71XoULNaTzQcKNGWo8KoRYVtJZySO+U5EOmmMJnhQRCE+IOIiCgXzHGwNpstq9dhmCCiGWHkANGPI71b0RSsx7G+V6AasazWEwwbSrRlqEAtKsVVcEretE3UiadRpwoQAKsQRESUe9mMg7VimCCiaWukABFTojga2I7GQD3a+rZDNaJZrScYIor0pag0alEhrILL4Uu6hUmSpCETmBggiIhoKsl2HKwVwwQRTSvpAoSu65CVKNoCrwwEiPA2xIz+LBcUUaQvRoVeg0qxBm57QdL+h1SN1AwQREQ01WQ7DtaKYYKIpryRAkRMkdEe3IXGQD1aw1sg6+EsFxRQqC9EhV6LSrEWHnvhqAJE4jYmBggiIppqxmMcrBXDBBFNSemmMA38QxjD8dBeNPZuwJHwFkT1QJYLAgX6ApTrNagSa+G1l4yqidp6kBwrEERENNWNxzhYK4YJIpoyrAEi2TkQiqLgRPjAYIDYjH6tJ+s1/dpclBs1qBLq4LWVwuEa3kCdbowrAwQREU0X4zUO1ophgogmVaoAYW5jUlUVJ8OH0Nhbj5bQJvRp57Ne06vPHuiBQC389vIhgUGSpCEViVQBQhCEISECYIAgIqKpbbzGwVoxTBDRhBtNgDjd14zG3g1oCW1CSD2b9ZoevSIeIArsVXA4U29hMj8yQBAR0UwyXuNgrRgmiGhCjLSFSdM0nO07gsO99WgJbkRAPZX1mm59Fsr1GlSiDkX2OWkDRLomajNIMEAQEdF0NZ7jYK0YJogoZ0YKEKqq4nz/MTQG6tEcbECP0pH1mi69ZDBA1KLYPh92Kf1BcqmaqBkgiIgoHb1rD/70+3/h8KlOdJ7txLlz53G+px/z734EP713McZvI9H4GM9xsFYME0Q0rkZTgejqP4HGwAY0BzeiK9aW9ZpOvQjl+mpUog4l9oXDKhCJ3x5NE7U1SBARESUKbfwpvvbtv6E71I3OrjAUA4BQgLffWzTlgsR4j4O1EgzDMMb9VYkor4wmQPRGT+NwTz2aQw04Jx/Jek1J96NMX40q1KHEvhgOe/LeBwYIIiLKrQCeefcFuOs352FI6/Cdw/X43OKpFScikQh0XYfX6x3312ZlgogykixAWA+TU1UVgchZNAYa0BzciLNyY9ZrOgwvyvRVqDTqUGpbAsnlTHuQnMPhSBkgzPnaDBBERJQVrQvHO4IwANiWXIl1c6dWkMjFOFgrhgkiGrV0FQgzQITkLjT1NqAp2IDT0UMAsit+2g03yvSVqEQdZonLIDnTB4jEKoTZ/8AKBBER5URoC17er8CAiNLL1mG1NNkXNFQuxsFaMUwQUVqpKhDWJuq+WA+aejehOdiAk5H9MKBntabNcGGWdhEqUYsy2wo4na4hI1vNsyBsNtuwMa7WZurEAAGwkZqIiMaXvH0TXgkbgODBJesuh2eyLyhBLsbBWjFMENEwIwUITdPQJwfQPBggTkT2QoeW1Zo2Q0KpXo1Koxbltmo4Xe4hASLdFiYzQCROYWKAICKi3FKxf9NWnNUAOFbhqnUlk31BQ+RqHKwVwwQRARgIEACGBIfEANEfC+FI4GU0BRpwvH8XdKhZrSkaDpTqK1Bh1KLCthJOyT2mLUzJxrgyQBAR0YTRT2Lz5maoAOyLrsDVi6ZWv0SuxsFaMUwQ5bHRVCAisTCOBrehKVCPY/07oRmxrNYUDDtK9WWDAWIVXJI3afUhcQpTsj4IBggiIppUgU3YuCcGAyKKLl2HuinUL5HLcbBWDBNEeWY0ASIa60drcDuagg1o79sB1ZCzWlMwbCjWl6LSqEWlbTVcki/pSdSJPRAMEEQ0k+m6Hp8sR9Pz/Yhu34gdYQMQ3Lj46ivx2m27Dl0XMZmfjizLcDgcOX9PGSaI8oB1CxMAaJo2LEDEVBmtgR1oCtSjrW87FCOS5aIiivUlqDBqUWWrhVvyp60+JOuBML/PAEFEM0LoCNY//Rh+/dsXsKW5E4rdhkhQw6zV1+Odn/gSPnvrCoz/KQBTWOgo1v/uMTz+2xewrT0IwybB4XCiaEEd3nTPp3HfbatQNKWzhYoDm7aiUwPgqMZV60pwftsv8N3v/Bx/PdSNaLgb0aJavPWDX8bXP3EtZk/gXXeux8FaMUwQzVCJASLZQXKKGkNbcCeaAvVo7duKmN6X5aICivRFqEAtKoUaeKXiMTdRJ05hsp4HQUQ0PYVx+Hf/iU9+7iFsVNfgnv/4Hl58/+uwyGcD5C40bf4N/vuzN+Lmo8/ir5+vQ+7m7kwVYRx6+pv45Od/iI2xS/CRr38Pf3vfdVjkBRA9ij99/d/woXddjifufAjP/vIDuMiZ+Ov7cPaMiorKwkm4dgv9BDYN9kvY5qyA7Xc34+rnCvH+//4Vtty4HIViL7Z/507c8rk34p9bHsU/n7oHF0zQnXeux8Fa8QRsohkkXYAwz4FQVQXHQnvQFKjH0fDLiOqhLBcFCo2FqDBqUSnUwmsvTtpAndhInewwOQYIIppxtA48/9l34O4f7oK68sN47M8P49YF1jvKKI4+/yC+/+P/xeOvXoz/bX0Kd4zxi8l6tAsdxzrRp+Xilk6AIPlQOW8eiofd1GdAPY4/feYduOdHu6HXfBS/+v0DuHVxQqOBfgpPvesS3P1MN5bf9zw2P/gGFFtfYudXcPlnCvBqwxfG4YKy0PM4bl14D54LGhAkN2Zf81X8/ndfwOXFlnKKuhdfv+xSfHOPFzc8sB1/v28ZJqJFOxgMwuVyQZJy38TBygTRDGDtfbAeJmdWIFRVRUd4H5oC9TgSfhkRrTfrNf36vIEeCKEOfsesIdWGZFWIxB4IBggimvH0k/j9h16P9/2qBcrsO/H4X3+MW+cM3bfTt/7zuPG2H6FFMQCpCid7dMA/hr092hH84I2r8IVN0SyPCE1HQOE7fo32Z9+LomxeRj+Opz9wA+55/CjUyrfhZ797CLcuTnIrKs5PQKrLAAAgAElEQVTGbR9/J77+7AM4/MiX8aMPXoevrDKfp2LvH/8Gee3D2VzJuIhua8COPgOAAN+q+/D40wlBAgDsF+L6dfPxX7uOov5Hj2LHR76LK3J8fz8R42CtGCaIpqlkJ1EbhjEkQJwMH0Rjbz2OhDejT+vKek2fPgcVRg2qhDr47eXDtiwlViGsASJVDwRPoyaimSmKfT94Hz78WDOi4ly85/89gHfOSQwJGk7v3IV2ZeCG1L3qOlw7e4xNArZFePd3H0fxrrOI5Koy4fBi/hVvQUFWrxPFnu/djY8+cQSyOBd3P/wo3p9mz4/zkmtxRfFDaDm3G4//aju+8P2rIAGAugfPvRDDm390cVZXkz0V+zZuGzxfYjU+9bP/xHUlyX7vRBQU+SEAUFrr8VKLhisuym1tYiLGwVoxTBBNIyMFCE3TcCrciMbeDTgS3oyQ2pn1ml69EuV6DWaLa1Bgr8y4ByLxNGoGCCKayeTd38YHv1aPHl2AdPEH8YV3VGL4raYNi9/zH/jizoexU7oMH/ja/agd852ZDbMvux0fuGxcLjtn5J3/gw9+fSN6dQGutR/F599WluT9sHAux/JFNuCcgrbNDWjVrsIKG9C34Rd4xn47nrk0wy/vx47hbw98G0/s0XDRXffjs29bjIx2b2kd2PRyCzQA9kWvx42rUl2Pht6eIHQA0E6ivV0BchgmJmocrBXDBNEUN9IYV03TcCbcgqZAPVpCmxBQT2e9pkcvQ7legyphDYocc4ZVHzKZwsQAQUR5Qz+F33zjIezsNwDBj+s/9G9YmeKOS5xzE7759E0Te30TTT+JJ7/xEHZHBt6PGz70AVSPdAdqq0B56UDc0Dpa0aoAK4TT+P1PXsTSD25I+X6mp+LgD96NO760BX0GIDz3KuTN2/GNizN4scAmbN6rDJwvsfYq1KTMNmEcPXp6IExARiy7o5pGNFHjYK0YJoimoNEEiM6+NjQF6tEc2ohe5UTWa7r00oEtTKhDkX0eHC7HsCpEssPkEh8MEESU77Tmx/HI33ugAxA8V+LtN89J/1X4GU5r+jUefbF38P24Cje/tXwU74cEp1OAAMAIdKNbBfpf+R6+33wLHn5ifobvZwyH9hxC/+BuMENuxN6DfcDFY58KFd22caBfQnBhzZWXI2UdQN6FV/bHBvpZxFKUleXuT8JEjoO1YpggmiJGEyC6Ih1o7N2A5uBGdCvHsl7TqRehXF+NKmENSuwL025fSjeFiVuYiIhMGo795S/YGRvog3Be+ma8qTKvowTaX/grdg2+H9LaG3FjxWjeDwGSQwIQhaFFEe0/hJ987S+46MsNWOfJ9FpcuPr2W7Dg2V+jXQEcs2/CHddlcuOt4vC2V3FOA+BYgcuvSr1lS2vdgV1nNACA4FqOlctz130di8UmbBysFcME0SQaTYDoiZ5CY289WoIbcS52NOs1JaMA5dpqVAl1KLUviVcgUvVCpJrClBggAE5iIiICotj56gEoBgDYsOTyKzHWnuqZJYpd1vdj7WUYbbay2cwnqmh5+OP4g/ezePHOZL0noyWi8vZfYNvCW/C3/ToufNMtuCyj35wgdu9uGThfomIt1i1PdTut48yGehxUAUCA8+LrcV1Jxhc/IlmW4XJN/CklDBNEEyxZgDAMA6qqQtM06LqO3sjZgQpEaCM65eas13QYPpTrq1CFNSi1XQCHe3hoSDwHwhogzD4I6xhXBggioiT0bpzu7B/c1uLDyrpq5HYSaC82P/hFPNxwJnfTnOxeLLz5i/jOvavG/rkMeT/8WH3JylG+hgiY/73EGvDDx2/GT+s/gMVZf9HdhopL3oF7L8niJbQzOHVGgQEBrrrLcXHKDu4u/PPFHYgYAMRCXP+e27EgR0WDiR4Ha8UwQTQBrAHCGiLMEa6apiEon0dzYCOagw04HT0MZDkx3G54UKavRBXWoMy2DA6XlDZAmBWI0TRRM0AQEaUgOiGZ93PibCxcmONDBfR+nDy0G7t35zJMeNCzvBMxYOxhwvp+2ObjgiWjn50kiuJAz4RYjtu++zDem6s78bHSwgj3GwBsmLN0KXwpnqaffQF/bAjDAGBf/D587t3zctY7M9HjYK0YJohyJFWAUFU1vpUpFO2OB4hT0YMwBuc9ZMpuuDBLX4kq1KHMtgKSy5m2iTrZFiYGCCKibBRi0cJy2HACmlCAosJR3gDrXWj40WMI3/ZpvHUsW2/E2Xjnz7bjnZld7AQoxMIFZbDhJDS44fWO/v8SyTkYXezVWPe6bLY3jTNbEYoLBz4Pf1FRiuvS0PbUY3gpoAO22XjH1z+P13lzcznmOFiPJ+NmkqwwTBCNo3QVCPMRlnvREtiM5mADTkT2Zh0gbIYTs/RqVKIO5bYLITldKRuozTGuDBBERLnixOVvvg5lP38cZ4wudJ7TgOUjBYoQtv/PHXjfs5fjqfdPmVvmceLEFW+6FqW/eBKdRjc6OzVg2Ujvh47eV3+JJzb3DtToB/8/xVSJE7YFqFlZDtvWTsiR/qRP0c88gy9/bxP6YMf8dz2AB9+V26qEJEmT9n/2FPldIZq+EpumVVWFqqqIxWKQZRmRSASBcBd2n3kBzxz9Ih5pvgvrzz6AjsjujIOEaDhQrq3GKu0eXC/8X1zi/Dcs9F6KQn8xCgoK4Pf7hzx8Ph98Ph88Hg88Hg/cbjfcbjecTueQcyKsPRIMEkREmSl86yfx4To3BK0d9f88BDXdk6NH8Myn3oC7/nAhHnj2P7Eu1Z6Zaazwpk/iwzUuCFobGv55OP37oXdj24PvwjXveQ5z33o9ykQARjfOnTP/v+zH9oc+jYd25PjAhrScuOadt2C+TUX77t04l/hfudqGpz59P/5wGii/4b/xh5/cgaoc3XGb42CdzoyO3hsXgmEYudhgRzSjjVSB0HUdkVgYRwJb0RxswLG+V6FByWpN0bCjRF+BStSi0rYKTrtnVOdAJDZSW6cwmYfaMDgQEY2v6N4HcMubP4+XlNfh2y/9CZ+rTdjj0t+Kf/78+/jOj15A8Jqv4Kff+yDqxn7cwbTRv/v7eNub78cG7Tp856U/4rOJ74faiVeffhjfffB3aF32Efy/H3wS63yb8Om6N+KhFjdu/t8jeO7eMij7/htvuGkz3rPxz/jIwknsodA78MRdV+D9fyrFp9dvxHfXDf7m9R3Gk5+6Ax/+ZTvm3vY/eOLRT+DSHP6+yrKMWCw24WdLWDFMEI2S+VfFOsI1MUBEY/04GtyG5kAD2vtfgWrIWa0pGDaU6MsGA0QNXHbvsNOok/VAJAYI6wQmbmEiIpoY/Yefxlc/9R/42Q47rrjtHVi3tARi31m0H9yF7XtPo/Cyu/DRT38Md62tyIt9532HfoOvfvrLeGSHHVfc9nasW1oKW+QcjjXuwe5D3Si4+Fb8+2c/jltXFce3zoS2fAtvv+Mb2FpwM+57ux+bn92P1f/1Bzx8+wJMejt2eCd+8uG78aW/23Dde9+Gi+wnsOX5P2K3/Srce/838dW7L0ZRjvcABYNBuFwuSFKOG/3TYJggSiMxQCRuadJ1HbISQWvwFTQH6tHWtx2KEc1qTcEQUaxfgErUodJWA7fdn7T3wfpjZohInMLEAEFENNk0BI5uxYatjTjZLcNZXI6qhSux9rILUTZ593+TaOj74SqpxOwltbhi7RIUpUgHetdBrP/nFrSEilH35ptwxbyJP0shNRXdB+vxjy1N6LGVYVH1Jbhy7WIUTkAjgaqq6OvrQ0FBwaT+/84wQZQgXYAwP8YUGe2hnWgK1KM1vBUxI3kD1ugXFVCkL0ElalEl1sBtLxzVORBmBcJ6DgQDBBER0czX19cHm802KQfVWeVDVY1oRKkChLUKEVNkHA/tQVOwAa3hLYjqoSwXFVBoLESFUYsqsRZeqXjEHohUU5gYIIiIiPLHZI+DtWKYoLw1mgChqio6wvvQGKjH0dBmRPRAlosCBfp8VKAWVWIdfI7SIUHBrEQwQBAREVEqkz0O1ophgiadYRgT9pchWYBIPAdC0zR0hA6gKVCPI+HN6Ne6s17Xp89BpVGLKnEN/FJZ0gAx0mFyDBBERERkjoOdzAlOVgwTNCUMHEbz2s0+gKQ3y5ncPJuvaZ3AZK1AmB9Phg+jqbceLaFNCGvnsvhsBnj1KlQYtZgtroHfXj5s61K6HggGCCIiIkomFovF7xOmAoYJmjSJ5zRsaj6Pfxw4i0WzPFg0y4OFs7yYX+qBTUx+HkK6sGENEKmmMGmahtPhZjQFGtAS2oigeibrz8mjlw/0QAh1KLTPHtbzIElSyvBgftt6BgQDBBEREVnJsjzpTddWDBM0Kazbi3Rdh6qqmFNgx483tA15nk0UMLfYNRguPINBwzvwKPPCLb12822tapivD2BIeNB1HZ39bWjs3YCW0Eb0Kiez/lzceulggFiDIvvcjJqoU50FQURERGRSVRWGYcDhcEz2pcRxNCxNCnObkaqqUBQl/vH2R/did0d41K9TUSBhYakHC0rdWFjqxoJSDxbNcmNukROFLlt8ne7oiYEKRHATetRjgJDdqc9OvRiVRs1AgLDNH3buw2iaqBkgiIiIaCzC4TDsdjsrE5TfrNuOVFVFLBaLP15/gX9MYeJsMIazwRi2t/UO+zmfU0CpPwqP+zTcnhMo9PWg0K+jyO+HzxOCKBpjChVOvRDlxmpUCWtQYluUNEAkViEYIIiIiGg8mPdNXq93si9lCIYJmjTm1iMzUEQiEVw1z4HvARiPcllYNhCWnQAWDj5eYxNVFPh6UOzvxrVr/wG/J/mZEQ7Djwp9NSpRh1LbkqQN1MkaqZM1UTNAEBERUaam0jhYK4YJmhSJY1kVRYEsy/CKCi4qt+NAp5rT9TXdjp7gLNQu3wGfOwjgtb+YDsODMn01qlCHWbalcLikUU1iSjeFyfw2ERER0VhNtXGwVgwTNGnMpmnrOQ+xWAxXzBZxoDPXqxu4pu6vuGjxbhg64BDdKNNXohJ1KLetiAeIdD0Q1gBhVh6SbWMiIiIiysZUGwdrxTBBE8661ce86bZWKNbM0iDAgIHc3YhftfKvWL3gAMqUWsyxrUGFWA2n05V0ClNiD4T5kQGCiIiIJoIsy3C73ZN9GUkxTNCksZ5GbT0DwiOqWFako6k3N+n7uqU78bZ5SzBHuBVelw9OpxNOpzNpL4QZHlIFCG5hIiIiolwyx8Ha7VPztn1qXhXNWMnOlzCbsBVFgaIo6I+GsNBzFk29S8d9/dsXR/COpWvhdrvh8Xjg8XjgcrniYSJxC5PdbmeAICIiokkTjUbhdDqn7H0HwwTlnLUCYRhGPDjIsgxZlhGJRBDuD+JI93bs6NiHnac86AiuHvfruG2xglsv9MPv98Pn8w0JEmY1InGMKwMEERERTZapOg7WiofWUc6YZ0mYlQhVVeMPWZYRifahuWsbth3fjoYjGlrPVqOnf25OruX2JRreucqHgoICeL1eeL3eeJCQJIkVCCIiIppyIpEIDMOAx+OZ7EtJiWGCxlWyAGE2VsdiMchKFG09r2LHqW2ob4mg+eRydAbmATlstr5zmYD31BYMqUi43W64XK4hvRAMEERERDRVGIaBQCAAv98/Jac4mbjNibJmDRC6rkNRlHiAUFUVUTmC9sBuvHp6Kza0hNB0YinO9FwJQMz5td25wo5/u7QEPp8Pfr8/vrXJbLROnMRERERENBVM5XGwVgwTlJFUAeK1fogojgX3YveZl7G+OYjGk0twunstDGPi/kLcWS3ho1eUw+fzwev1wuPxDOuPYIAgIiKiqWgqj4O1YpigUUsMENYeCLOh+kToIPac3YyXmrtw+MQinOy6dEIDhOmulR58fF1FPER4PB5IkhTvj2CIICIioqlqqo+DtZr6V0iTyjqJKbEHwnycCB7C3s5NeKm5E4dPLEDHuVroRnZ/tGxQscjZg6XOPrwYnA9tDFui7lrlxX1XVw6Z2GTtj2CQICIioqlsqo+DtWKYoGESA0TiORCqquJksAn7Ojdi/ZHTONgxD8c7V0LTpazWtUHDIncAq3xRLPP2QxIHrqNVi6Cpb3Qj0e5c6cWnr50Dn88Ht9sNt9s9ZFrTdPhLSURERPlrOoyDtWKYIACpA4Q1RJwJtWD/uU14qaUD+zvm4HjnCqhaTVbritCwyBNCbaGKVUUxeCQRomiHIBTGD7i7WFXQ1Dfya91+kQ+fu2HukP4ISZLi1QgGCSIiIprqZFmGJEnT5r6FYSKPjSZAdIbbcfB8A1460o69x6tw7OwKKOrKrNYVoGOBO4Q1xRpqShQUuh2QJBccDn98aoGu6/FkfqlLwzMnDCh66r9Ut13kx/1vmBsf+2o2WpuvN13+QhIREVH+MgwDsizD7/dP9qWMGsNEnkm3hcn82NV/EgfPbcBLR1ux91gZ2s9eCFm5MNuVMc8VRF2hitpSBUVuO1wuF9zuwngFwbz5FwQh3pchyzJcioLVpTp2nkveyP2Oah++mCRIWEe/EhEREU1102UcrBXDRB5IFiCsISIWi6G7/xQOnm/AhtYW7D5WgrbT1Ygqy7JdGbNdIdQVqqgrUVDqtcPpdMLlGggQ5o2/9dwHsyoRi8UgyzL6+/sRiURw5RwFO88NP1/xlgt9+NIb5w05iM4c/cogQURERNPJdBkHa8UwMUOlChDWJuqe/jM43LUR9W1NeLWtAK1nqhGRl2S9dqUziNrBAFHmtcHlcsHp9A9+fC1EmEHC6XTGJy0BgKZpkGV5yDi0y+YKeGS/DFl7bZ2bVnjx5TcOrUiYPRLc2kRERETTyXQaB2s1va6W0jIDhGEY8cqDeaCcWYEIRs+jqXsTNrQdwCttfrSerkZf9I1Zr10mhVBXqKC2REGlzzYYFPzxwJAsQJjVCOv2JgBQFGVIsNB1HYIgYO0cHZuOKwCAtyz34atvGmi2tlYkGCSIiIhoOppO42CtGCamOXPiEYCkAUJVVYSiXWjs2oSN7fuxrc2N1lPVCEXelPXapVIYNQUx1BXHMKfAPixAmI90AcLsazDDg67rEEURhmFAVVU4nU4YhgFRFHHDEmDT8V7cuNyHr984D96EHgmeI0FERETT0XQbB2vFMDENJQsQiZOYwtFeNHVvxsvH9mBLqwNHT1Uj0P+GrNcucvShpkBGXbGCuX5hsOrgj1cdzCqBtQpht9vjDdZ2uz3ez2Cz2SCKIkRRjH9eZhDQNA1OpxOaNrCvyWaz4XXL3LijCwPN1oPrSJIU3ybFHgkiIiKajqbbOFgrwTDvSmlKS7aFKXESU180iOaeLdjasRObj4o4eqoaPeGKrNcusPdjdUEUdcUKFhQIQyoP1gBhrUKkq0CYASLZXxizx8NswJZlGbFYDKqqQhAE2Gw2SJIUf7AiQURERNOZYRgIBALw+/3TaoqTiZWJKWykHghVVRGJhtHcuwXbT+7EpiMGjpxcga7QDVmv7bNHsMofQV2xgsWFZoDwDtu+ZK1IOByOYTf45iNdgLASBAGiKMJut8c/f3PCE4D461qDCoMEERERTVfTcRysFcPEFJMuQJjTmPojYRwJbMcrJ19BwxEFR06twLnAdVmv7bFFsdIfwZpiBUsKAZdrIECk6oGwbmGSJCnjAGFlnlRts9ni256swcKsbphrcWsTERERTWfTcRysFcPEFJAqQJg9ELFYDFE5gtbeV7DzzHZsaImg5eRynO29BkB2N9IuUcZF/n7UFStYVgS4XQPnQCT2PVi3NNnt9iFViGwDRCJrdcIMD2awMF/b2rRNRERENB1N13GwVuyZmCQjBQhFURCJRnAsuAu7zmzFhpYwmk4uxZnuhTAgZrW2U4yh2teHumIVy4t0eNyuIduVEgOEtQfCrEBYqxDWG/zxpOv6kGZzs2phPoiIiIims3A4DLvdDpfLNdmXkrHpG4OmocQAYT2J2nzIchRtgd3Y27kF65sDaDpxAU51Xw7DyO6r8JKoYIWvD3VFKi4s1uBxvTbG1e12Q5KkIZOYErcwmX0KiRUIADm7sTdHxFoxRBAREdFMMJ3HwVqxMpFjyQKE+YfHbKKWZRnHA/uw59xm/KulG40nFuPk+SXQjeyynl1QscwbxsXFKqqLNXjdw7ctJU5kGilAsDJARERElL1IJALDMODxeCb7UrLCykQOJAYIc9ypGR7MPoiOwEHs73oZ65vP4lDHQpw4vwaa7shqbZugYak3hLoiFSuLVfg9Ljid3mHhwdpQnWwLk7XBOdcVCCIiIqJ8YhgGZFmG3++f7EvJGisT42Q0FYhYLIaTwSYc6NqEf7WcwoHj83H83DJoupTV2iI0LPGGUFekYXWJhgKPlLR5OrGJ2jqFiQGCiIiIaGKY52gxTOS5VBUIM0CYh6+dDjbj4PnNWH+0A/uPz8GxzhVQNWdWawvQscgTQl2hilUlCoq9zqTVB/OjNUCYlQgGCCIiIqKJFwwG42d0TXfc5jRG6QKEGR4URUFnqA0Huzdi/ZF27DtehWNnVyCmrspqbQE65g8GiJpiBcVeCU6nC253cbyBOtkWpsRzIBJPowYYIIiIiIgmgqIo034crBUrE6MwUoBQFAWxWAzn+zpwqKsB64+2Yu+xMrSfvRCykm2HvoG5rhDqChXUlqoo9TqGbVmyjnVNdpCceS6EWX0wz2dggCAiIiKaWDNhHKzVzIhEOZAqQFi3McViMXT1n0JT90ZsaG3GzvZStJ2pRjS2PNvVMdsVQm2BirpSBWU+B5zOoVuWEnsirIfImeHBGiCsk5iIiIiIaOLNlHGwVqxMWFgDhDU8WM+CiMVi6O47g+beTahvO4xX2grRdroa/XJh1utXOEOoLVBQVxJDZcFAZcEMC6kCRGKIsNls8ZOjGSCIiIiIpo6ZMg7WimECiJ+yrGnakBOprQEiEDmH5p5NqG87iB1tPrSdrkY4Wpz12mVSGDUFMdSVKpjtt8fDgvUQOetEJnP7krUCwQBBRERENLUZhoFAIAC/3x/fcj4T5G2YMAOEruvxkpO1D0KWZYSi3Wjq2YRN7fuxvc2N1tPVCPaXZr12iaMPNQUy1pQqmFtgj1ccrNuYEgOE3T7wPAYIIiIioulHlmUoigKfzzfZlzKu8ipMmAHC2gdhngFhBoiw3Ivmnpfx8rHd2Noq4ejpixDoK8t67UJ7P2oKolhTqmJ+gThkC5O1edp8pAoQyU6jJiIiIqKpbSaNg7Wa8Q3YqQKEWYWIxWLoiwbQ0rsF2zp2YfNREUdOVaMn/Mas1/bbI1jtj6CuWMHiYhskSYLT6Y33P5gBwjqdyZzEZAYIsw+CAYKIiIhoeppp42CtZmRlIlmAsPZAKIqCvmgQR3u3YduJV7D5qIGWUxeiKzgn67W9tihW+SOoK47hgmJxWNN0YoBIPAeCAYKIiIhoZplp42CtZkw8Gk2A6I+G0dq7AztO78DGIwpaTq7AucD1ALK7UffYZFT7+rGmWMGyYgEulxNOZ9GQbUvW7UtmH4Q5jckaIMxzIBggiIiIiKa/mTgO1mpaVyasAcIc5WrdwqQoCiJyP9p6X8WrZ7agvkVGy6nlONszH4CY1douMYZqXx/qSlSsKAbcrqEVCGsztRkgrGNcUwUIgIfJEREREc0UM3EcrNW0q0yY2cecwpTsHIioHEFbYBd2n92K+pYwmk4uw5nua2BkGSAkMYYLfX1YU6ziwhLA7ZTgchUMCQ/pAoT1JGpzGxMDBBEREdHMZBgGZFmG3++f7EvJmWkRJtIFCHMKUywmoz24B3vPbsa/WoJoPHkBTnVdAcPIbo6vQ1Cw3BdGXZGKi0oMeN1OOJ3+eAN1YiO12URtBgkzQAiCMGSUK8AAQURERDSTxWKx+E6UmWpKhwnrORCJASIWi0GWZRwP7sO+c5vxr5ZuHD6xGCfPXwbdyO7TsgsqlnrDWFOkYmWpDp/bCUnyDak6eDyeIedDOByOlAGCFQgiIiKi/CPLMtxu92RfRk5NyTBh7YEww4OiKFAUBbIs40ToEPZ1bsS/jp7D4Y6F6Dh3MTQ9u5m9NkHDEk8Ia4pUrJ6lw+caGOOargfCehq1+WATNRERERGZ42Bn2rkSiaZcmDAMY8gUJlmWIcsyToYOY19nA9a3nMbBjvno6KyBqktZrSVCwyJPCGuKNdSU6vC77HC5vGl7IBLHuJo9ENYKBAMEERERUX6TZRlOp3OyLyPnplSYsAaJaDSKaDSKbSf/jGcPvIIDx+fi2NlqKNqarNYQoGOhO4S6IhW1pRoKPQ44ne54/0OyHgjrWRA228Dhc2b1wW63M0AQERERUdxMHwdrNWVGw5rnQyiKgmg0is1NZ/HbV07hpZYu9MeyyzwCdMxzh1BXqKK2VEWJV0o5xjWxByLZQXLmViaAPRBERERENFR/fz8AzNhxsFZTpjJhNlorioJIJIINjefw54MBZH6JBua4BgNEiYJZPgecztcCQ7LD5Mz+B+soVwYIIiIiIhotwzAQi8Vm9DhYqykRJhIPnZNlGdfMl/DotrG/VpUzhNpCBXWlCsp9jsHgUDikCmFuY2KAICIiIqLxlA/jYK0mPUyYu6wSJzhVegzM8wvoCI28C6tcCqO2UMGaUgUVPttgaCgYUnkwKxKpTqO2HiTHAEFEREREmciHcbBWkx4mTKIoQtM0GIYRDxaXVwEdoeTPnyWFUVswUIGY7TcDhH9Y74Pb7Y73PyQb48oAQURERETjIV/GwVpNepgQBAGqqgIYCBTmzbzNZsPV8xx4pjkWf26J1I/aAgW1JTHMKxAHtzD5h2xdsk5hso5xNYMEAwQRERER5YIsy3C5XJN9GRNq0sOElXlitMPhgMvlwqIyL9ZWKpglKagrjWGOR4fNJkGSfPEmamsztXULk3UbEwMEEREREeVSPo2DtZoSo2E1TYt/7O/vRyQSQTgcRjAYRDgchizL0HU9HjbM0GBWH1wuV9oAYZ4DwQBBRB7ukdUAACAASURBVERERLmQT+NgraZEZUIQBOi6Hj9J2uVyQdd1AIDT6YSqqtB1PV5ZMHsgrP0PiZOYGCCIiIiIaCLk2zhYqykRJkRRjE91kiQpHgDsdjsURYmfQWFOXLKGBwYIIiIiIppM+TYO1mpKhAkAw0KAWYEwJzyZz7FuX2KAICIiIqLJlm/jYK2mVJgAXpvoZG55MkfFWkOD+fMMEEREREQ0mfJxHKzVlAsT5rcFQRhSkUj2PCIiIiKiyZSP42CtpkyYSMStS0REREQ0lWmalpfjYK3Eyb4AIiIiIqLpSJblIcOD8hHDBBERERHRGJnjYJ1O52RfyqRimCAiIiIiGqN8HgdrxTBBRERERDRG0Wg076sSAMMEEREREdGYKIoCAHk7DtaKYYKIiIiIaAzyfRysFcMEEREREdEomeNgJUma7EuZEhgmiIiIiIhGieNgh2KYICIiIiIaBY6DHY5hgoiIiIhoFDgOdjiGCSIiIiKiUeA42OEYJoiIiIiIRsBxsMkxTBARERERjYDjYJNjmCAiIiIiSoPjYFNjmCAiIiIiSoPjYFNjmCAiIiIiSoHjYNNjmCAiIiIiSoHjYNNjmCAiIiIiSoHjYNNjmCAiIiIiSkJRFAiCwHGwaTBMEBERERElIcsyqxIjYJggIiIiIkrAcbCjwzBBRERERJSA42BHh2GCiIiIiMiC42BHj2GCiIiIiMiC42BHj2GCiIiIiMiC42BHj2GCiIiIiGgQx8GODcMEEREREdEgjoMdG4YJIiIiIiJwHGwmGCaIiIiIiMBxsJlgmCAiIiKivGeOg3W5XJN9KdMKwwQRERER5T1zHKwo8vZ4LPhuEREREVHe4zjYzDBMEBEREVFe4zjYzDFMEBEREVFe4zjYzDFMEBEREVHe4jjY7DBMEBEREVHe4jjY7DBMEBEREVFe4jjY7DFMEBEREVFekmWZ42CzxHeOiIiIiPKOYRhsvB4HDBNERERElHdUVeU42HHAMEFEREREeYdVifHBMEFEREREeYXjYMcPwwQRERER5RWzKsFxsNljmCAiIiKivGGOg+UWp/HBMJFO/34898MH8MiLrdBG+2v0GGKKPm6XoPWF0Z/u5fTz2P3sD/GtH6/HmdFepNaFY+29o/+cxkDvOoSXfvNT/OKl4zl5/WTCu/+AR558HtuPR0b1fD24GY9+8zt4dH0blBxfGxEREU0tHAc7vvguAgCiOHugHlta+of+cOwYXvnH37F+/9mhN8Z6JzY+8Uu8eLhn2A2z0vgYPnbr7fjCM8eyvpnu2/UoPnXPPfjKb5sQTfUk0QdH935s+cujeLT+PEaOMTo6X/ohPv+xe/CpXx9CLMtrHH495/DqX/6E3//sEfxj1OkmGzE0NvwBf3zyt9h6dnSlytiBLXhpaz12ndT4F4CIiCiPcBzs+OO9FAAoJ7H+0R/gW9/5NfaO4ovb0QN/wGO/+R2e/FsT+obcvevoa29HpwoUlZfDluVleVe+ATcsFXD4qW/jp1u6UwQFF1be9QG8flYAW594Cnv60r+m3vMyfvX4doSLLsbb37Qc4912JBavw913rIIrtBNPPrENoXF+/WGUI9hzoAcoXYtrakZzeqWCln2HERJKUL1yfta/R0RERDR9cBzs+LNP9gVMCY4luPVDN6P+/ufxyz++Cd9/16LUN5nacTz/67/jdNE1uP/etSgYEsdUHGvrgCrOxaJF43CbLi3ELZ+9D82f+R/848EHsHzR13BjVZIr812Cu+6sw6YfvYQnXng7au5McZOs92DLzx9BfXcJrrn/47i+YuRbaS14Cu1n+0ZR8bBYcjlWF+zD9o2/wx+uLcNVhWNrbhK9FVg4u2BUN/pax6vYfRoou/EarBzNW66dxL6DZ2F416FmOSc4EBER5ZNoNMqqxDhjmBjkqr4dd13+T3zv+Wew9aYvYJ0/2bM0nP77z/C7Q25c8ZkP4OqShMKO3ovWY10wCmuxuHJ8vuYtznodPvaJPWj8xt/wy5+8iLqv3YjhL21D5Q234dpnduNvf3kOu9/2KVwy7Iv0Gs6sfwg/3tCD2W/5Gj56demoylKhzQ/j0w/tzLC3oBG//cp9+O0Yf5V9zX144ls3oWjEZ2o49vJ2tBtVuOW6laOqsmintuPVdh3ey65AnXeMF0ZERETTlqZp0DSN42DHGcOESSzGultvwFNf+Bv+sbkLV944/GZb7/wXHn18N5yvux8fu758+M147Chaj+uQllVjPL/o7b/kHnzg2u341oZn8KdDN+Ajq5K8uLsWb7lhIf7+m21o2P1hXHKFe+iltf8RP/jZNsgX3o1vfPBSFI1pg5sTF7zx3bh2fo43BWltWP/r9egY9fOPY8v2NmDBnbhuxWjKlRpObn4ZLaoHl115MZLmRSIiIpqROA42NxgmLKQVb8JttwgwFiS/aTb0Qiy79m685d1XozTJzbhydB8OBQUsuLA64xtVvWsP/vLCHvQYCWvbqlC1uBTY+RQe25X81xrdRVhSuwT+pqfxWPOQK0PHluexr8+P6rlRbHn6V9hi/WnBjxVvfDsuS1VNERyYu/ZW3L4ux0k+uh6HnkwTJmKv4qefehCbQ+abIyPUpcFw/hXfuOelYU93LHsX/ucrb0WF+XuldWDTy0egGgL2/PxjeO//juKa7Atw6ze/iVtzHaSIiIgoZ8xxsAUFBZN9KTNOnoeJKLb+9It48oA69If37cNfAcAI4rRmILrjUXzmE0/Gf3rzlzbjV+Z3bPPw1vs/hxtnAyf37McZ3Y6Fx17CE4+N9KV/AdLia3Hn1QuG9AYYvfvw96d/g9YUg5CeOzLyZ9W8O9XPyDj0j9/iUOIPixW4uebm1GFiypAR6jqHbvsS1C0pHqgMLUryNCOM4/sPo7O3H5ollGmt9djcpsNVfgEWVbiQ/usSBiKnW3DkXABRI+0TaTrQu7DnuSfxlz2nEIrpMKy/p4IAV/lVeO99b8OyMeVlHV17nsNTf9mNU6HYkD9rACC6KnDle+/D28b2ojmhd+3Bc089jz2nQohpwJBPX3Si/Mr34b63LRv3gQzjR0Po2F5s33UAR4+dRmdvEBFZA2wu+EoqsWjVVXj961ahbOp+AjNMbv7sT+8/pzp69/8ZTz6/EycC8rD3RLC5sOhNH8OHrq3k4I9JwnGwuZPnYQJwuLzwepN3BAQ7WtFnAKJqwOH1JP8HzOaGQwSgd2Hf/nZoUHC0/mkcHXFlAb7rL8BtCWFi8EWx4NZv4b9un5/jcVsGTv7xK/ji70cYATXF2Ja/A//na69HytlNsb340Ye+OBAI40LY/scXccyows2f+x7+ffVIk59i2PujD+I//uqE05lpOVRBNCrC5eJ/HZNNOfg7PPiLF3A61SQBm4qa99yEZZVj+BunHMQzD/4cL6R+Uag178FNyyoneWyegoPPPIhfvHAq5SAFm1qL99y0DGP59CeKdm4HnvzhT/DsK6dSBvuNL/4Jf375k/jB/7kRyWZU0DjLyZ/96f3nFEoz/vDDn+H546nHlTR7r8e9DBOTwhwH6/WyWTIX8jxMuHDJvf+FS5L8TKztGXzlc/sAAHpfF3rdN+DfP3on1lam+JpIaB/2tCgQy9+Az3/9Diwe9q+FhsanvoQHNpfjrv/+DK4tFCH6ZqX8CovN5UdxSUmO/9HREHSObQXlzAHsaOkZ23SntAQULrkEq2ePZqxr5rRT/8Qf/397Zx4e0/U+8M/MZF9kTwiRIIsshNj3XVBKVatUVVFKFcWvC19UaWmrSltVbanaty7EVlX7TixJxJKIJbKvMlkmM7l3fn+IyDLZNCv38zyexzOTOfPeO++5533PeZeTyeh7jWeQd9m+S5WtRisz4OmKPqgI/nkqs3en0qDta0z/cGiF5tFIlA9tWhrppZ4wlfMISptGWumDlnfUSkBLWpqyFDm0NUHQoqhC+G3+IrZHZJfyhyIpgccJVPozsHwJYRJPQ6Xofi3WUwCtkrT0kv9E1FbcyvlfyLj5D3+djkQlPrqZMn07Wg0ciG/hojLPEI/LwerpPedmbyUh3VUdiCnn+XnJekKNbLDKSkLt2RG3mN/5ZMppeo2ZytsDmhYqCQtp509xNRNEdRIZVk44WxWu9BTP5RQlMuuONGvqgnMtMSwN7D1p274ObtaPduczLm1myVNXd9KFHj4T1vLlUCPkclvc2nRA5uxAxVZ/VhHyVwAhaiu6De5LgzL5TyLqbDVamT6GhuV/wArRB9i4/x4aDdy7fpeHNWMNeW7R8+5Ml/qn2P8gu+JsET1vOnepz6n9D8iuqQYOAHp4d+5C/VP7eVCzBS2ESMKhzQSU6kg8Qm5VD0ejZ9cYqlFUiu7XVj3NxcCDTp2dOBZwr2aHxorJHN/4PRsuPGmFK7fuifuQgdUoVOUjlYOtXCRnohBiaiBr5i1mb6I7o+d05uq81UQ4dmPGpOG0Xv0lP66cxeWTQ5k0dRSdHHM9AjGZM8evkKEFhEju3MkBq0LeQs497kaJKBo2wqUW3XWT1m8wN9/RjWnr0cxd8GKxBpk28y6HN2/lRKRI/e6jGd2jASVPXznmzrn5Dwa+jJjrW1Gi56G+uZ2fD8Sg5zqKYe3LmnilJVutBn0jyu9LZHBpxx8EZwLIMPZqiVflHrxIlILcshNTV29lZHQ8aRqBnPCdLFh+mKT/4uTJLek49Se2jIwmPk2DmBPGjgXLOfKfBq0M5Fh2nMbqLa8THZ+GRswhfMcnLD+SVIEnjJVBBlcDQynQR1RhS8uXRjKoTRPsjAXSE2OJiUvgocYc14698JPmWdVQKbpfW/X0MXVoO3kVm4fHEP9QjYhIwj9f8+mfERSTAlk9ZAVx6Xp+B90QjxeH06HwDukzhFQOtvKpRWZt5aOJPcXPi5ayJ9KeAR/N5pXGZwjKfU9u0oi+73+De7NVfLlqO4veu0DvcTOYOMAN4+h/+eeyCstW7akbdIGI8EQEP8cCIUpC0l3up4J910aYl3POZl5Yx5I/b5JT+p+WjFbAwHkA48Z2x+kp55S+fVPa2ut6J4v7J7by07o/CEy1pcP4mUwd6lPOErSVgOY2O1ftJFxowEtvv0yTMh95ZJOdDTJDw3I7E0LkPrYdjstdAA3waNEck/INIVEZKEywdXLBFlArzSro4afAxNYJF1tAnYZZDX6iKkxscXokKMqaLOhjhHiiY9X5XpBh0eUdZo/v8qRanrs3LatBNAmoLN2vdXpaAAUmNg1wsQEQ0LeoeR2WVSGXuJb5ZDtQbted1wa6PNN5HFI52Mqnts3USkIg4cIGvlq2neAsZwZ+vIh32tugSC38d0a49H6frxt7svKL1Zw7cY1h/s6k7/ub0Jx6DBk+AqPkC/wZGkIGjuTfA1fduME90ZgW7i4lhvAoXF5lycZBYPykA7SYkUh0VNTThxZplCQmZyIgxzy7KQnpXXGylgMKnF7+nI0DRAzNntZj15AYfIBtG7bzd1A8auQ4DnyPmcN8KEuak5h6hU0r9yDrP4kRfjYV/kATYkK5lQQOvccz0ie394YgICgUJX+XoEKlFpEZGBWf6K0TJee2/0Xo440fRSN8fS3LloQoqslISydb0KKVyVAYWWBp8khKddJNzp88T+iDBJTZCkwtbHF096WNnyf1TMtx11SJhIUEcTPiAXFJKaRlZKMWtCgMTDC3dqChqw9+rbxwKMtFCyqUykw0gvbRSZVMhr6JBXUKJZyrk25w9tQlbkfHk5yuxcTeFb/uPWnXsCQNUZEYFkzwzTtExiWSmpZBtlpEq9DH2Nwah4Zu+Pi1wqtMgtZSBCWR1y5xNTSCB/EpKLMF9I3NsbBpgFtzP1o0dcTsWbYAxCyyCoS7yHFyc/tPjrmgfMC1y5cJjXhAfHI6qhzQN66DTb2GuHq1pGXTuhiXabIKqJRKMjVCbmUwGTJ9EyzqGBV8rqiTuHn2JIG3o4lPTgcTB5r4dadnu4Zlej5WKBU59yWKIKjSycIYswoouFFxeloYDWGXg0nNO+oxxmfocFqb/WeRayxSOdiq4bl3JtTxlwlYv4ZtR8LItG7HW5/NYph3nRKNP+PG/ZjxdXNiNXWpm3SA+X8/QOExhn7ejYl1tyD7QgjX1X1pl2efqwkPDSNLz5XmPqUshQoj6lgVfJqbdZ/FL92f5uo0xF3cwY8/bCVeboHnoMnMGFfwVEJhVAerp1k8hFQizh5k164AjgYnIK/XhhdnTqNR6I8s37eUpU2+4H/9nUo02LMi9rPi81UcjZLjYhZKX98u2FewcaRoOIh5q9qSoLXDXA6ZodtZ/NU+9EcsZk7feiXIl0WmCjAypjxrg3AngG3HEvOO5eUNfGlRhpK7GVd/Zc5nO7iRlu9A3MCDN5f/j6ZnvmX5tgvEqYt+Tm7qTIchbzFueAccS/AHxdTr7NvwKzuPBBObWXLQgMLCjZ5vTmfSANdiDDeR5NMrmfP1Pu5kFBrL2JeJKxfzkqMCMfUaAWtWs+3oTZILecK7dvxJn1lLmNmt0DGXmMr1fev5decRQmIzSw5vUFjg2nMM0ycNwPVZOvrRxHN590Y2/XmUa4nF5XjIManvh//wt3i9tytm1X0CWEEIicH8e/gSkQ/VCGIy19LyX72WhMAdrEnKDZyUyVAYmlPftzs9feuWWC5USLzK7o3r+fPINeKLjceXY1K/JX2GjWaEf9NiT1XF5FP8MOdr9t3JKKSfxjSfuJLFL9VHIaYSGrCG1duOcLOI8m/nrz7/x+L3u2FfBb9bxc59iTzENG4f28XuI+e4EnqXhHQNInKMbFzwat2VAS+9QMNyDlmReqr7C+5zOSjuyfrk2IeR/es/86cSUjnYyuc5dyayuPHXKtb9G4ttu9F8NOU1/GzzTSt9R5p17oq9u02RngRyM0ccxTTOrthKYJY1PV4eQAOFAVa+nhgfukZQuIZ2XrlnEEI0ITcSkTn1plkVVUvIijzJzl/X8eeZB9CwK+OXTGRI8/+68y+SHhnI0YMHOXTkHDcTNRjX98N/8v/xin/zRzXeu88lLXYmP//0Ndtdv2SEm64lXsW9f3/kyx8OcFtdl45vf8j7QzzLHf5VVuRmDjjk/t+oQSPqKhLZs/ordjRewmuuxZggYiZZKi0yk3KcTIipnNoWQFie0S/HxqcFjUo96VZz/eg/3EorFFmbk0jgz/PYdvkOKt0fRMy4x6lNn3IteAQfzx6Fr66VRXOLLfM+YsOt4kYpiPAwjH++n0uW4Qpm99LR6R01QYf/LepIAGSnkqIUUUUcYNnCHzkeo8MDAtBEcXjrfmZ2ezP/i9zaMo+PN9ws9noLCUr4P98xL8uQFbN7YfcMrBVC4jnWff41v4c+LCVOXCQz6iJ/LgvhwqWJzJ4+gMa1fUdZiGH3l3NYHVRcwrVI3KU9/FG4aeeOEyQs/5Y3muh6ugkkXVzP4qXbCUktLfJeJDMqkF0rrnLq9JvM/mAYXjoeSuqgw/xbxJEAyOZhihJRFcGBZQtZfTwa3dqvIerwVg4M7sxo10o24yp87ksACHGnWbNkObuuPyyUDyGiSorg0t8RXDq8FzcnoYwFHypeT3V+S/xlrt7PlVhmSqthwyi1SnotRioHW3U8586EMc1HzWJ2cyNatG+Icf63Mq7y56YgjHqP5b3WuutCC9H/8PvReIx9J/F6h0enGaa+rWiqd5aL5+8w1ssdBSDEXeTyXS22/s3LWEnoaVGTEHKYPX/t4e+z4WTZ+NJn0hRe6dcCh6fOO9KQGnGZM2fOcP7cBa6EJ5CFKfV9ujN6wmBe6NSEOvmvSd+ZFycO49h769j6/U7aLR1J4/zGdNZdDv28lB/3h6Fx7MT496cy1KeMYUC55Fxdy5TxW0v4i2xSE0WwKfqOvE4bxv3fcMI+2sSmr37Bfek7+Ol6EGtVqFQgszbGuIxhlprbu9l+KvmJkSEzxbtF0zI0WJJhYmJc9GUxiZDLSWX4ZpHUoM0sXGzKVwtfplGhLxSiL3L2tg5jQs+Mei7O2BmpSbgbQUx6vmVRTObM1t3c7DoezyLOkBwjY0NkZOlYKLWo7/3FwnVrCUwueVHUZmcVfEGI5uLZcB2OhB5m9VxwtjNCnXCPiBhlvgVcJPnMFnbf7Mq4ooLWKsS0i/w89zP+ulO26kWPUPHg6HfMy9Fn6cd9qPF9J0tCiCc67imCOXNiiYoRoIgzIaK8spb5i3YSXjZb+vGAJF5Yy7xPRT5f+BruhYwtuZEJhjLI0mElatX32LVwHWsDk0t2BrUqMrNEqOzi3xU+9yWE6H/44uPlHI8rJYtRk0BYRFlGrBw91fU9D69cJjxXbEXDAYzo7fBMO4xSOdiqQ7rDJu50aF/4RZHkU3+w8a/rtPYYykvFfFTR4CXmLLYkxKgLjrlrgtzSDz83OWvPneHOG+64KkQSz5/nlmBD745eldS5UyTp8g7W/LaLEzeS0XNshf+krxjWpxm2//ELs0J+4+OPd3BHo0cd5xZ0GzWGXr0600xnYK1AaugeflqxjZs5Mrj1B7/925v5/eyRI6K8uYdVy37lSKScJn3f5/0J/WjyFBsGMn1TLK0siu9grc1EFR9PVjFvG3mMZOa4G8xaGcCy7zxY9mEvHeFVWWSqtMgMjcsWmyqmcGLbHm7nt4WMvfBrVpZtH308hrzNqzHbOH3jNveTixqT+na+9B7QgxbOdeDhfa4c2cuhoIR8eTRa0q9uZNXedix+qUEBE0Xh4IV3PX3CHmgAOcZ1m9Gt/yAG+rfH1TLXWsgI568v5vLT+SdGkBB9hUtRAp4uhW+OAX6vTGSwMoCQ2Ickx0SRJ7IYw/6Va8nOfmJKKUxtsDfVkJSQhvqxASa3xHdQ34LDKhzw8q6HftgDNIDcuC4+3fozaGA/2rta5uYaZRD+1xfM++kcyU8E5fKlKATPWpxEKKZyevVydhdyJAwdfOnWswM+Lg5YGAikJ0Vy4+JRjpy/R3reLRZJPLWaH//xZV6/WrybrNcQL4867I1LLVf1HpmJO95FG/sgpp3nl2/+KGqgGdrTvHsfOjdvhK2xlvTYMC4d/YeTt1LyFbnQkh68ka83NWPFOO8Cp5MGfq8wcXAaASGxPEyOIeqJ8hOzfyVrs7OfyK8wxcbeFE1SAmlPlB9L30H0bVr5lnrFz/3nHM1tdny1UqcjITe2wt7KCE1qPEmZZa/fVFl6WpRsQq7ceHRaJrOg/atDafqMFzeSysFWHZIzIaYTezcWpZBvm0mbwvE9gWRZdcTXLo6wsLgiH9Pk6OPo7oKlVy86539DYU+HDh6sW3uGkxGjcG2SxLlzN8ix60MXn8qauQLR5w5w9JaW1m9/zfQh3lhX0Bpg7DOK92c6EFevI+08bIp1hoTka+zf8DMbD95EaOzPtKUtub5kCYf+3ENY1/4k7/ieVTsvEi840G3G58zs3eCpHSuF13AWlbsDdoERcBowgynX32fx4VWsaObBp4MaFEqcTCczW4uBiUkZe17o4dJzHFNbPV5E5BjWa07nMga0KuzaM2ZeG3pueZ9Jv90scHRu4PIicz+fRJu8ELlOdPP3p+Oqj1kYcDdfKEUmIXv2cmPgRLzzC23UggnLvqPVpTtobJvi6+WIaWGxTF0ZNOEljl1aw/XHK5UYS1SUADoMCoOGPXnnk54gRLJt5kR+vfFYYg3ZubaVwtKLfqPHM9LfGxsFqFPucevWHWLTtFg0aYlfY8tCoxrRYsI3fNvqEnc1tnj4euFYVFBcB01gyLFA1j4RlLioKARqrzMh3A1g67GEfEa0HKtWb/PpnKG4FQpe7zVwOK+eXc38xbvIa8GgVXJh1z4i+oyhsiNnKg25FT1mfUe9HsHcT1UjCDGc3LiDwLywDwXOvcYzxOfxzJch169DA59WeBc5khG4v3czh+MKuiVy6zaMn/8xQz3y72J0pe+QoVxZ/ymLtoXma26o4d7ezRx+cSED8sfQGTSkxzsL6IFA5LYZvPPrjbz5qnmi/Hj2e5PxI/3xfqT83Lt1k7uxSkSLJrT0a4xlVfxOlTD3n19Eko5sYOeNQttUeg50GD2dd4b4PYoA0CRz7cDPrPjlMPdLPWSsRD0tggGNO/WnY8xJIixeZFR369q78VAGpHKwVYvkTORcZf0HCzmss5vnMb6dcayYDxrgO2kNiwcX3glU4NCpE56//cyRv4N4deB1DoVosOvXBe/K1mmZJU18m1aYI/EII9y7D8K9mHcF5W1O/LmZLbtOEylzofvYJYwb4ouNQsCtjwuHtuxh4YQAklP0aezdmMyQaNIy9atf8eQ2dHpnCv1CP2H/um/Z3XwxLzk/uXFiegaZWjnGpqZle+DKzWnc0Z/GFS6nI/0mjcvnSDx+3Zo24ybTP/AjdkU/WYjE2MtcvCvg7VZQCeR1GtGme6MSv0ph70YTaznX43PH06rIynqaCu8yTN0HM3P2eDrWfeLVGFg549POGZ+SPiqvQ6M23SlRUoU9bk2skV+PzzW+taiysmpJLXpdCEQcP8WdfJudMvP2vDVjSBFH4hEK7Nq/zYyXQ5i++XbeLqVw/yqX4gRcHWuxAWhgT9MOvWgKoAnm3u87CMyrqifDyqMb/v1tSp+Twn1OngovWAFPbkvPKR8wxEPHcajcihajP2JcxGS+PZ/+JHwvM4gTZ5MZMMi2zJcgM3Vn8Mw5jOtY98lGhIEVzj7tcS5R+SuHqp37zzBiPMcPBVLAVJCZ0nzMp8welq9Ko7413oNmsdBIxfRvTpNS0m2sUj1V0KDreOZ2HV/qpT4LSOVgq5Zqt+mqHYUHg97/iLaPZ7MYy/G1v3FW1oE33+qKQ5FVS0PEvlXsuOlOpw62Ohc1hX1nujZbzw8n9rAl5w7h2ka85t+s9J141TUC1h3lfrk73IikXn+IVszg0s5VpJuXf/LIjNyZPK5Pmb8v80Egh/buYc/B80Tm2NLc/z2mj/DH/KZCXAAAFlpJREFU0+qxIaPApWM7Gm7bQqRBFyZ88S6DXO/x4zsfs//g39zpP7ocPR8qB7l5a96a5M/lBfvZsHIXrRYPpWGu+NqMdDK0YGxqWnw4VVXIaN+GTp7FnMEYedGpjQMBu2KeGNJCDPcfaMCtqEGZFXOFY/+e4GLILe7FJJCizEQjKNA3NsbM3AprW2PSCjnVWm15W7nKMPV+nYUL3sDracsNZsVw5dghTlwMIexeDAkpj0pwKvSNMTYzx8raFuO09IL5GlptxXW2rnKUhIU9KHAapbAxJPHw7+wo4VPaTDPM5TwxVrQJxMYKUJudiYoi8xa3Igs+SOX1utK/TQmV+uQO9OjXnnUXDvEw367vnVvhQNmcCZmpN68v/JRRT638lUPVzP1nHFUoIeEFU+rlNl0YNlBXuXcFDj1H4v/HObbeKWFBryY9fdaRysFWPZIzobDFs1N3PAEQSTmymNXJprR+byKv9CyanCSmHubUqizqtOlLF9tiprvcnm79O7DpsyPs/BtM2k7nBR0xvUVQ3ePs3t0EPnVDCbh5NICbT/E5mVnP0p0JIY075w6yZ+8Bjl6OJNPQkRY9JzL51QG0KJzhLaYReuE6qVrAyoN2nlYoFHV4oZ87f6/fw+YTA5nTs7qPWeWYt36Lt3teYNGhzfxysBOf9H/0mwtpaaRrZdiYlfFkopKQWdthV6zqyLGzs0ZGTL7XBFRZKsgfBKaJ5dS6Zfyw+ypJOnQrOzuT9NQkYiMrRGKsPFvj9lS2lIbYU+tY9sMugnQLSmZ6KkkVI2jNQUgh+WHB7cucu0dYv+ZIOQfSQ19f2oUDEFJTeFgorF1R3xnnUjYw9Bs6UU8OD/PsOy0ZKSll/l6ZlSetnk75K4cqnfvPNkJiLAmFwpYUjb3wKi7eVuGMp7sFsjvJxW50VJeePutI5WCrHsmZyE9WCNs2nSK98QhG66xyoCJ051bOZDbm1eFdsCpBT83bDqBbvaP8FWtH98HdsSmLTlv6M3dbN4RybwgJXF/7HvMOGPLyF0t5rVH5dyZlsmI+o04i/PJ5zp07w+mzl4hI1qBv60WX1z/mpRe64Kor8Dc9nH2rvuCnw1GI+gqEOze5pYZ6xgpcBr5Oz/3z+WfTFq60fRe/6l535XVo/8ab9EkLo5mHWd5vLqamki7KcbGwrN44fFVWsYnkAFmZhd+VF0w4E1M5s3I2iw9E5Uva08fGsws9O/viWs8aU32BzJR4oiOvcWLfcW5nVMeOpEjqmZXMWbyfqHyLq76NJ517dqaFqyNWpvoImSkkRN8n5MQ+TtzOqMWnEfmRFTn9UpjVpaFd2Sr9y2Qy5Ibm1PXuzyAvqfzOY4q4VYJYeiicqONvamuYRK2Z+7UEtbpI41g9A8MSjSgjA31kUOJz6rnX0wpGKgdbPUjORB5qbu74iX1RJrSdNbBgOdNcVDe2szrgATY95zGklBgd9f1gbiSLoE0n6n4igl+DMhilCoxMnmYCaDDUf9TRWs/IFNPydEQuBdWdvXz7+SZu5ZhSv3lP3hjfH//OntjojNkSSLr6Bz98u4HTsWa0GLmAlzS/sOD3eKITBXBSgFkrRoxsx5kVe/lhQydWTGpR9Z1gCyG378P7C/KfyogoU9PQyEywsKjeShBCVAjXkkSa6OpuJSYSfC2qYJ1zuS116z2Z1pqwP1j3T35jQkGDF+ax9N22RZsdaVxRnjlRPQaF5hZ/rDtYwJFQNHiBuUun0LaooLgqz3DyWXEmFNbYWCsg/y9Ztw8frhgl5b8+JQorG6z0KHBLhfvhhKvBr4R408zbt4kqYKXJMLe2riQpK5daM/drC6amRRr5qRNjSchd2oqiIi6+5H4xkp5WPFI52OpBOgN6jCaSG/dUGMiVnFr+LjOXbuHkHWXeg0BMPcfPS7cRYd2XyePaUqekO6cOY8d327iprY+zfTZBW9ZwOKF2JrMZebzGzPnz+WbdZtYsnsHInrodCSH5GruXTeOdj9dwSd6O8Uu+Z9EbrWhoYYZMm0ZqvoosDr3fYUxrU6L2LOP7o/E1MHFWICExGVFWByurat7tyQ7hry0XKNrHSCT1/Cb+Cil47i6z9KJZnicsEHPpCg/yexvyerTt1bJ8XVOrACHmElcKCkq9tr1oWdMErRRM8XB3LrDZIET8zR/n08o0N1SxQRzZ/y/XEsudbPXsYuyBeyFPTEw8we4jJTxvNHfZF3CBgva0IU2aulWSkJVJ7Zn7tQWFjTMNLArePOH2KY4Xk+QoxB7jaHApjSOeez2teKRysNWD9Fh5jH4TBs/9ifU/L+a9IU3JPr+BRe++ycT5q9l77gQbPv2S/clNGD7rbdqV6ElkELJpBdtvKWg2eh5fTOtPvfSz/PbLcRJrntVcBgxw9uuIp10xgaGZ9zi5YSGTJ8xi1bF0PF+dw7ffzeHlZtYoILeSgkBOTr4nn6Iu/lOn0MM2kaPffc7GYGUNcygE4uOSEeW22BdtQFHlskQf+IL/fX+A60m5yX/qJK7tW87/vjxITMFjCRy7+tMq76cSSSuSqJxC5L2UovdbVBJ+5CBXkqtnZ1JMSyu0OGpJibyn04lShh/h4JXi45BrHwoadu2Ce34nXYzn0HeL2RFSXM8FgdTwo2xcMoUx4/+PL1Z8yUefbqOkXM/nCkV9unT1pIBJoU3j3E+f8evFJIrcJnUUR7//jM2hhZxzMz+6tbeoZGErg9oz92sNBj60bVmov5EmjN9XbCA4rdBdzbzJ78s3cDmzlDGfez2tWKRysNWHTCuVbNCJmHGfs3t3sHPXEUKTNIA+TV5bytdjmpbQGEbDg4NL+Gj5KTSt3+Ob+S/gKEvl9DdTWHRIRbPxX7Lw5caV0LhOQ/CPE/gwwIjhK77nzSooNK+Ku8rhgL8IOHiOO+nGuHR6idGjh9HRKf/dEQhfP4VpW3MY+s0PjPMoGBqWGbqBOXM3cUPmxYi58xjlW0onbPUpvhq1kOPes9hRlj4TNmP5+atXyl/cRrjDxmnvsim5N5+sm0G7KnsuCdzX0WciD7kBZnVM0GamkaEuamLKbbrxwbcf0T0vQUfgwfaZTFx7vcB4MqP6tOnbh9ZNrDHQpJP4IIygC+cJicooYmgYWjji5NmDMVNH0fpxeVrNfQ79uJI/LseQptaQ9TCZjHzBxAoTS6xMHh8xy0CmwNjWnT5jpzKsmbnO31h4sI1ZE9dyvaCg1G/jT+/WjbEx0KBMfEBY0AUuhESRUVRQ6jl50mPMNEa1zpfYL6YRtGMFaw+Fk5QlkFfzKSeDlNSsfPdFHzNrC4zyPihH37wezYdM5l1/l0JzVkQZtJ0Vaw8RnqQiJ+8RmkNGSipZ+a5B38wai7xBZcj1zajbfAiT3+2HS4FB07n43XvM3xtd8LdXmOPs15F2Po2pZ2WCXJ1OYvQdbgZd4urtRLLzPb1lFn2Yv2EW7fONKyqD2LFiDYfCk8jK59DnZKSQWlBQrC2Mcu+bDOT6mNdtxpDJU/B3qaoJIBB9bDUrd1zkQaoaAQ2ZKalkFhDTBgujx+acHH1Te7xemMCUFz0o0kM+4xIrp/6PgKhCs0lujkvbbnT2bYKdsYgy9haBx49zJbpwR3dD3Ed9zdJRbvl+fw33D63ihz8uE5OmRpP1kOSCyo+llUm++GEZesa2uPcZx3vDmmFeZdt3lTT3K0X3a4+eqm+uY/qsLUQUSp4wsGtG994daVrXiOz4MM4f/pfLMUWbTMgMLajr1JSeY2fwhl9un51K0dPnk8zMTGQyGcbGRZ4GEpWMFFRWDHJTe5zqmaPQishNbLGWJXN728dMjRzGuHGv0M6x8LRV8+DQMuZ+d4qMxkOZO6N/rhFrSfsJ7zPo1nx2r1vCTw2WMLlddVcxelrUJF47xp5du/j7TBgpghkN2w5h+quv0MfLSkdOSBb378UhKtyxty36ronX68z/XzbzFu5k87yZRE+czdQBTYrEpRYmJ3gzH0zbXUIHbBUJySLYlPsCc8W+TUSUgKKJC841aYaIatJT1Trfkpm48fKsKXQtkOmvoF7LFjRUXC+wY61VRXF+9zrOl+Ersx9GE352K+vcutL6dRcA1KF72Lj/CrHFHCcJmakkFt6RS4hl045W9G/WD3Mdn1HU86NFw9+4XlBQos7v4reyCUpM+Fm2rXOna8vXn+QaZJxm5+aT3Ci1eZSG9ORE0vO/lBhP3IbddOsxtVD8cjqnd27mZOmDoklPJrHAoAnEx20koFtP3iswqBmtx85ieMRctlzPlwsiKLl34W/uXSjtm+TYtOmAVyF9zTi9k80nb1D65aeTXFBQEuNj2RDQnR7v+VWNkaIJY/+mAALvF39OqUlPKng/E+OJ+e132vWdTdfCuwumfrw1cyS3524kNP+xl6jk7tk93D1bkjByrNu+zczhhQw0dSh7Nu7nSvHKT2pR5Sd20w5a9W+Gvy7lrxQqZ+5Xju7XHj018BjO5Jcv8r+tYeQPYFInBHNwSzAHS/m8NvshMeHn2L71MG/4DX30YmXo6XOIVA62eqmdNm0lk3HvBBsXTWXa539y1/YFPlixht9++pLJfRvw8Mx6PpkynTVXM558QEzj2rYFfPjNERId+jJz/jj88gWmys1bMe7DN2lmeJ89iz/m+5NxuneeayRqkm6fY//6r/n47ZG8OXMpW8+mUr/HW8z94Td+/GQC/XQ6EoDyAmeCMpE7euChM1BXjmXLsXy2aBxtzGM4+u37TFmwgXOxug3mPEQVmRmZZBT3L1PExMEJJ3tz9J4i5SEr6DLXVXLsXN3KVoWrEpHbN8bFrGQhDB07Mn7RYt5qWbQ2uaLJEMb41y9bF289G3w6NtN5zRpNvt9EFJ4qLE0UxOL1XtGEwWP8qV82QbHx6UgznYKqKaA9Wi3/6exVq/taxf80qIiga1BTb0YtWMCYNnZl7Lr+GH0c2o5l9judiuRyaUXxP4WDaYWqfFKJiE+jWNriq9+YeI1kwadjaWtXnjtqRIPu77Fo9iAdJTqfUkZRQKzih36lzH0qR/drj54a4/PGPD4Y4oZpqWuLPo6dOursSC/mFJS34vX0+UMqB1u9KD755JNPqluImoGK2KuH+H3dCpb9+CcXE6xoP2IGc6a/hI+1HnITBzw6+NPT25hss7YM7uuOuRyEpKvsXDqfbwLCwH0oH34ymU464uwVVp60cdMQcvI0Z46f456JBy3d7TCskPxekfiLARy6pYdP/wG0KNwt+WlRhbBu+mQWbTzI2eB7ZFp50W3Q60yeOY1RvXxpaGlQQkM3FTd3rmT9xWTq95/IqJbFda2VYWjnTbfO7sijgrlw7jT/7j/E1TgDnJu5Y5t/u0WI5PQfx4ls9i7rlk1n6Isv8mIJ/wZ2di3+gS+KukvpZdxg+8p1nEuyoseYsbSvW5U5E1oehvzN3qtJeQurXvPx/PTpUOobiGiyVWSpstGICkwsbGng0Y7eL09g5vQRtK1rqPu3kBnRwK8djbUPuB4WQ4auNVfPEteOgxk74wMmDPajTlQgQZFpaLSA3AALl66MGD0Q19zkQ4WNFWJEMLfi0lGLZTEBFBjZePLCqNfp6GRcjM7IMGrQinaNRSKvhxGrW1AsXTsyeOxM/m/CEFrVeUBgUCRpjwTFwKIRXUaMZqC7xRNd07fBRHmd4LvJBcInSkeGnqkjfi+/ybDmdoWOcPWxMVESGnyXlKycchlBMj1THP1eZvQwX+x0nHrJDB3w6d6b1g5aUqIfEPMwu/jx5SbU9enO0LdnMWN0J+rryDnUtzFBGRrM3ZQsynf5epg6+vHy6FdorkvQykBhibX8PiE3YlBml8W4lKEwcaD5kDd5rVVddKdcyjC096Zbn9Y4iCnERMWQml3cyPpYu3dh6KSPmDWyNfa6Llthg6UYQfCtONLVZTOAFUY2NH3hDUZ2dMK4Kus5VMLcryzdr1V6KjfFqXV32tYXiIuIICY9p8ifyAzr0Wb4LOaMcyP22CnC0x/ffDmGVq70GvkG7Rvlr4tewXr6nKHVasnMzMTExERyJqqJ5zxnQk1s8DGOnbpA4IVArkWlg5kzrXoP5tVX+uFjU4IhKSQRsm8DP288yM2HejToMZk50/rRqPiECkBEGbyZhYs2EfRQgW2LoUyeNoqO9cp4QCkKCFoZCkWhihJZMfzz1TRWnLNn1MoVvF5h9SQFYv/9ifW3HejYoztt3ax1HKWqSYmOJdvQkjrmppgYQFbCLU4HrOfX3y+RbN2b2d/OpHNJTTnyri+diGPb2bD5ANEtPuCrSa0L7rSWNWeiDChPf8XkL06RZWSMoaEBBvp6KGRa1A/jiVeK2HSaxtez/alSX0JHzoR+hw/YMb/Xf7rWvNFT73A58Cq3IhNQZoOhmSV2Th40b+GJU50atLUlpHLnciBXb0WSqFSBoTmWdk64N2+Bp1Odcu7a12Y0pN4N4WpoOJFxKaSrBOQGRhibWVO3vgtuPp64WD7vwQ3lRJPK3ZArXLsdSXxyBioB9I3rYFPPGVfv5ng1MK/evjKVRK2Z+7UNIYOY64EEht4jMTWDbIUptk4etGzbisa6ejCVledUT58WjUZDVlaWFOJUjTznzoRA7P5PmLrqJlbebWjXqTt9e7aigUlphq9I/N8LmLL8LOlmbvQdO41x/m5lTq5Tx55l8/Lv2J3Sng8+n0z7kpyW/NLe2cqs6b9yPVuGXP54i0uLmLs7bNhoOJ+tGItPldoXai5/P545e+IKhRoosHDvw7j3J9G3ZA+rKIIatWiAQeE1ThPCls9+I8hlOAvGtP5vMaKqq2xb9jtBDzNRqdVoBECmwMjcloYt+zF8SKsSOk9XFpXrTEhISEhISDxrKJVKDAwMpJKw1chz7kwAYibKTEPMzcppOYrxnNt7EdNO/vhYP4XVKaSRrDTG2rI8u0JKLu9Yw5H7AshkyGRy9AwMMTK1wLZBU1p3aIGTadUf8WWFHSHgfCRZag0aAfQMzLB1bU239k2qsHpJbUYkK+EOEdGpRB9ZxTcHIvMcMz2fEcwd2RwDmRw9s7o0blyXCuxJKCEhISEhUWsRBAGlUomFhUVuKXqJ6kByJiQkqhWRpCNfMG3pUUrvOSbHos27fP3JQBpIDoWEhISExHOOVA62ZiDtG0tIVCs53LgQSFKZipGIPLxyhuDSGiFJSEhISEg84zwuByuFN1U/kjMhIVGtyLC0rFNCVaxCf21qSbki4yQkJCQkJJ5BpHKwNQcpzElCopoRU6+xb+ffBMUoSyiLKEPPxB7PXsN4saWtVMlDQkJCQuK5RavVkpaWhqmpKXp6Un3c6kZyJiQkJCQkJCQkJGoNUjnYmoV0NiQhISEhISEhIVFrUKlUUq5EDUJyJiQkJCQkJCQkJGoFgiAgCAIGBlLTzpqC5ExISEhISEhISEjUCrKzszE0NJT6StQgJGdCQkJCQkJCQkKixiOVg62ZSM6EhISEhISEhIREjSc7Oxt9fX2pHGwNQ/o1JCQkJCQkJCQkajRarTYvxEmiZiE5ExISEhISEhISEjUajUaDTCaT+krUQCRnQkJCQkJCQkJCokYjnUrUXCRnQkJCQkJCQkJCosYilYOt2UjOhISEhISEhISERI1FKgdbs5GcCQkJCQkJCQkJiRqJVA625vP/0Xf6KuTiQpoAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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KVSpNfv/kvzVtfagiLzevzEOJ2GfEPRdHV07m571J+ZxJx3VxNz+NHcYXX88kvEAfFi/5mGqp8p5wWuLi2JKlbI01gAWfivWpl93dYx2EB2/ghBMs3mWoUdPDC/A6wgndfDZ+jOjjVQhym4CdHArbyikngIUMRUtSVJ107lnz0eKbMaze+iIT9sfdNH7Z7utHRksqCsqA69gSlm6NxQAWn4rUd1/AOMKD2RBfwJSpUdN9qL6Fd5FmfPxNM/cPSI5a9C5Cs4+/4Q5HFRFJtBQMyzGET32DFu9+x86LTgwW7NnK02HkLL5p+ViybnNqfbge3UcMplKS/rXRLGw3h0V3HZZdnJzSlvr/C3M7yc9EniLmvmZDOYnY8TNTxo5j4sxl/HHBiTXzY9Qtl524KCdk0cyY+xPN5k07iB/VY6dwlarkcnedd50gOCQcB2ArWImqeT382l/exrb98WvaPlypOu6GWeM6xarVu+PvUlh8eKJuHbKlXCvTJGuOZxk6vhsbGw1jR/T1XtCH6jF49jAapbIXL3rzJnZcH5ZmL1yFqu4LmBPBIYTHFzCVquZNuuXwVIsiksakWFiO2TSI1l2m/HMxAYPj/BbGv9aa/MXX0r9M+h4RAmDx8SNz5szuV8RwnUv0c7vOrmBg3UfZtOEokcZO9uJP0qX/67zZvjElsykkJwnXGY4dj4rfvc2albIVirn/AF0OIXhbLAYrWSsFUdbDvbPOUyfix+5bMlCuyhO4HTQUsYzfwq5hAGuWurzStECiQtLFtV/Rb+QaTiXbahh2/Ao2pt8Xr7qfHJaCstToTtf6E+i06CJkLMGb302nW+nUthyGizPHjhMVX8BkLVuBYu4LmJDgbcQasGatRFASFnBK16KIyP1KoYQaS9j0mTcE5X+Zq1uYMXML/cuk45nzAFjJ2XIsG1q6f8TV71/kobaLEvXsrou72HCoLA3feJOWbVrzfOXcpLZLdZpnHMT9vRGFrSilS7sfpx4TuobQKwYsvlSsGfTPZiTOP8fQslccs+e9k/ztvYEzMpKrBrDloXDhTG4e5eL04h9ZE2kAO4+06UWrfIkZRuDi6vE9bNu2LVnDsu+FopyJ5c67y6eIGPaM6cSAJZfAlotnhs9h2FOBqWxiH4DBEee4/n7YKFq6tPugGhPKmtArGCz4VqxJ0L8FzJiWvYgbPJt3bljdJWr3TD4ZOI7gI1ew5KtLt/99RPNiCQ9yTrJajNrNzE8GMi74CFcs+ajb7X981LyYh+cGiEh6lEJh2cXZc/GTohL6t/Nnk3AP1QeUrdAbLN45krq6UiQfW3ZyZPPCQhxkyEnenO76uWLZtmotp52AV0mq13joenBycebXhYRl6pxiTf6bLWsAWSwA/mTN6ibGOf9kxtTlXHKBLXcTPupdC79EHc1K7uZj2dg80c1NQ1ycXtydZj2XcMrlS7me05n6ejHP5/cE2cieIxteFogjAznz5nTbUxu7bRVr4wuYktVr8ND1knGd+ZWFYZnofEPtx+weSfPWS6k5cjZry6yhbcHmtGvhRcFNg6icwAuRJLUYs5uRzVuztOZIZq8tw5q2BWnergVeBTcxKKGDiojchxTq/PCidNnieCc0wc6SgeJlS6VMM9I648LlppvOYvfGO/2PZPEwfyr8PfTC6SDOzaIlzqNzGD59X/x45TwVqFLo72BxgWW/7aF8/Zop09wb2AqUoWSgDYjh2tWEHuHi1Jz+fBkSBfb8tBzxFS0T1av8YLn6+wheeXUse2Js5H1xJHMGu9lcI5Xwr/D30AsnDvcFzJzh09kXX8BUqFLon1B9Ydlv7Clfn5p/J1fnXkZ3G0vgh5PoFZQDW0wkkbGG2H3b2BmZ8NPffy062Tu6G2MDP2RSryBy2GKIjIzFxO5jm7uDiojchxQ6rdt4rOMAXi+WgZvzsgXf0m/yQdsCKdOMVM7pcCR4y9p16hcWhV4F1xEWTlrEmXtZCQ/AeYixr71It5FrOHWvvys3sFO8RXMq+1owsX+wc9ftq766zvxKn2afsMXihQWw5sxLnutfYlzH5jBz8xM0aeiBlTF8atL8+fzYHIfZtu3sbXd5HH/O4N2+8zhJIPUGz2N0s1ypcBhB6uI6MZ93mr3HynOQudJ7zJr4Ko+m8i+s9uItaF7ZF4uJ5Y+du25ft9h1hl/7NOOTLRa84guYvP8WMHNmbuaJJg3/WRkjdsNYJlxuyrvPBmLFxelFCwmOAvvjFangbnfF+63F2A2MnXCZpu8+S6AVXKcXsTD+oFR0e1ARkfuQkntrO46vNF92bGQqFslr8hWtbJ7pPMKsOeVMvgNem29aZ7Mae4l+ZmNckj+5+bFtDmO15TGdlkTf4+86TOSJ3Wbtz9PMN5/2Mh2b1jcVCgcaX5vFgJepMnivcfz9UOdJM/uVfMZmwQDGYi9oOvx4xvzzql370bTNYTX2It1NSIybw8VtNv1LeRmv8h+aHUn+OjxoIs36gRWMv8VmCnX82Zy7oXwvb59oOlYsa16euNsc/r6pCbRivEr1N5vijDHOc+aXLsXN428uM5c91HLn0WmmWR678S7dy4Rc/Pf/R+753nQs4WusfkVMs2/CzEX3TyF/u7LRfFo9q7FiMV6FXjEzDzv++3dSicj1A00Ff4uxFepofr65gM3EjhVN2Zcnmt2HvzdNA60Gr1Kmf3wBm3O/dDHFH3/TLLt843ONMUN//iv+fOT403xVx89YLBlMtc//MHd6Re6rFiPXmzFDfzZ/xR/U/PlVHeNnsZgM1T43f6Sdt0FE0pAU7Qex5a5Dzwl16JmSBwXMxR38NG4MW5O0q8zB7oMxmLsanegiYu14hk4PIfyPcPaE7+XwmSgcBrBY8QkoSImyNWj+2E6+X/rnTcfYN7Ez3Wadwmq34nJmJMD/FN+99Qa1Sv9A20I2sPjg423BXIu6Pss9gaOf2872ww7sNfP908spieVH1Q9/Yh7t6fRlG2qfb8dLZTNx9vdlLP8zP+0GL6RXw/x4u0Yyecdx2o+YQLcucZS/sIwlp15g/M918dSWCdZ8rZm08Aqvt32f52ocpPVzJbD/tZ6ff9yGPagzE6cOpO0TWdWj/F+cR5jZuTmfrLsIATX5+IextCiQdtZp8Kv6IT/Ng/advqRN7fO0e6ksmc7+zrLlf5K/3WAW9mpIfm8XIyfv4Hj7EUzo1oW48hdYtuQUL4z/mbr+Nz5XZ3pd/29H+DSmrbsKmRrQpmXhO65ccV+16FeVzv8elGnT1nGVTDRo05LCaedtEJE0xGKMSY7J6qlD9ALa5LnXHfzu0V3u4BcT3J1S9b7isF8eipQsQ9my5Sj/RAUqValKhWKBZODf1TDK/G8Xa/s9xuVVfanXeDiHyg2ga/b/47PFgbwx6nX+6Pc+mwv3Z+nyj6macS9Dqpfm/Y2GrAWL8Ui2W7fpNlw9uZe9J13UHL6b5e8W0vJLSSTm1DaWLw/jYISTgCLVafhkaQJv+jLiJGL3alaE7uNylnI0bFyFfEmw0eN9c5xn9+pfWb/3ArYchSheoRqVHsmikHxXLhEy4EmeHbyJK15F6DBzFeOa5E6br13MKbYtX07YwQicAUWo3vBJSt9cwDgjdrN6RSj7LmehXMPGVHFbwLGE9ilLjaF7yfzSd+yb+wrutzu5wX3WYmxoH8rWGMrezC/x3b65vHJXBxURuTfpOyw7D7J0wiL+uJaMf6IlE6VeaE+9/+pZcp3n8KE4Ah95GF83V4LYsLH0nrKLvM8P4PXs3/Pys31ZaX+BCSFTyNA3Ny0XPEzXFTvpcbwDNdvNxfnsSH6d8Ro5t3xD74+/Z8Ohc0TFObn5HbVg9c5MgaBOfPF1VyprFz+RRHJwYPLL1H79R467HqL+sOX8/G5pLdEIELWUzsWfZdzxnHRYEM7Exv7gjODQUQsFC2VLpi8TUSztXJxnxx0nZ4cFhE9sjD9OIg4dxVKwUKqeaCkiaYxnR4FIQq5sGmYa5rQZa7ZaZlDoZWNMlJnVzN9Y7I+ZbmtijDGRZtOQOia71csUbDbJ/OFurLKIJBGnObe8hynrazFYMpoSb/9iTifjdIu05vwPLUwOK/FzJ65P4bgwv60p/MJkcy75Dmpa5LAa7EVM938PatoWfsFMTraDisiDSN+9UxUnJ5a+z1NP9WFZdHl6/TCHfpUTGuHqR4Xes5jZozQX5nXmyab/R9jFFG+syAMjZs8Y2rX+it+vWcn1zHDmDHuKQJ09r4tm7ZJVRLi8eLxpK6r4AK7jzJkcSsVWje9uOEZijrp2CasiXHg93pRW8Qfl+JzJhFZsRWMNxxCRJJTOT/cuTszuTas3PmLWjgTW33Q5uBoV42azFHBcPMTmHUdvX14J4NJGRneqT/kGn7IxSZb2vMjmkc2p2WQIGwjig4VLGFw/h/s3yBrIk5//wtw+5bmyuBcN63dlweEEWyoi98F1ejHdm/Xkl1MufMt2Z/rU1ymmfS9uYMHLbsdi8aFIiWLYieXAlG584+jGwBeTL7VavOzYLRZ8ipSgmB1iD0yh2zcOug18MdkCuog8oDzdtZ2srq01PYt5GYtfDTM0/JY1ha7MMs2zWo29SE+zLqFhDNEhpnsRu7EGPGcm/pXA/VbnafPz60WMt8XLPNZhvjlxH7dkHadDzLCmRYyfxWIyFm5mRm29dXGxW4dh3NiOCLN2yFMmr5fFeD1c0/Sef9Dc60J2IuJG1HYzrN5DxorF2PO+ZCYfSG1rL8aY/cummxUHPbtmmuPgd6ZNkcwmT60OpsvL1c0TjT40K5J7nIrjoPmuTRGTOU8t06HLy6b6E43MhytOG42OEZGklo7DssMc/LaByWq1mYKdfrl9vU7HLvNJBS9j8alvvk0w6TrM3i9rGj+Llyn1fphJcFhwZJj5uGpmY7E+bJ6feOiO64om7LLZNauPqZ/X21gsXiZPg4/NygTXnb5DWDbGGBNjDs192zyR1WostodM5Tcmma3ndckQuS/O42Zeh8LG24KxZqlsBq711ArZ7jlPfW+aFnjSjDySCj7v0afNnvWrTcjvx01kyh3UnN6z3qwO+d0cT7mDisgDJt2GZefRqebFh63GmuN5MzHBC0mUmdMyq7HaCpq3Vrjpiz03wzR7yGpseTuan91cJ2N2DTN1slqNNVt983X43fY6OcyZTVNM97r5TQYLxuJb2DQZssqcdJu2/yssx4vcM928VSm7sVksxjtPLdN18mYTkQquoSJpzxWz8bMaJqsVY/EqZF6ZeTgRX4aT2wWz7J1iJsfzk01y7u0kIvKgS59jll0nmN2nPwvP+lPr/SG0y5/Qn+nNo48WwOY6yYH9lxJ+nuzP0eHFvHBiHhPmnU5wbLN3iW6MGfQkARdXMvCtb9nrvFPDojm6egzdny1B4Srt+b9VZ8hRuztT14cxt29tct7nAsh+xVoxck0Y8wc8Tb4LwXzdoSpFyjfjg+mbOXvHdonIv5wcmdmZ5h+v5SIB1Pj4B8a2KJDK1id3cmzuu3QZe456rZ7n4fR5JhcRSRXS4SnWQfjojnSdfQL/mgP46s3H3Vzk7OTNmxOrcXHi2DEcCT7GjzqvNKGQ9RIrZi3gZIIzAW0Uef3/eL+mP5dXf0r38Ye4NZe6Tocy9ePXaFgiL4/VfYMRvxzGt9zLDJy1iZ0rh9OmTBLumpbhEZ77ZBHbN/9A/+eL4No9j8/aVOGxorVp038sS/+4eFv7RORfl9Z+RLMuszjs8KZI+4nM7FsRP0836iZOji/uyQsdvuNwjud45ekATzdIRCRdS2dh2UXEyvdp0+9XInI8y9CJ3Sl1h1nr/g8Hksnq5OzJk27CMvhUaUrjR2xEhcxjYcJpGezFeGt4d57wOc9vnw5g3umbH2f1s3F85XyWH7BT6sW+jF+9j0ObZvHxyyVJrj1CMhVrxmcLdnBo+3w+71CDgFMhTB/cg37jt3AxGTc0FEnLHAcm077FEDZfhhz1hjBnZBNyp2hIQMkAACAASURBVKazpOss6/+vGTVf+pqtV2wUfLE19TN5ulEiIulbaroM3CcXEas/pPFLw9jqKsmbE8fR4ZE73zi1ZM6Mv8UQeemK2+Xj8K5Ag1oPY722mZVrLrt9Lp9y7/JJm4Jw8mfG/PDnzf+YqSL9fggmbN8htswdwms186fQrl9WspZ4gT4TVrFv/zqm/t8Epg6qR/Z09K6LJBXX+RX0a/YOPx53kqHEm0yd3pXSqWZ7PidnN39Hj/rlqNNzAYdiDNiL0PSVatpBUEQkmaWj7a5dXNgxh6+GzODscyP4qkUh7P/1GyfWMmfNBfI8UZ1qRQLcfnOI2rOS1VcepWbFAvjfIWg6j4aw+Eh+6tcogG9i/4wExbDsvQa8vzIbLcbMoWe5//rLROSexOxh1Ev16PrLacj5DCNXzKNLalhM+eoxNvw0k+nTv2PG0j1ccPx9urbg9cRHbA0dSEmdDkREklU6CssiIongOs3it+vSdMweYnzL0+vnZQypk80zt91iL3AkfDubN4URuuZXflq0lv0X47jtJG3JQI2hO1nV87FUNvFQRCT9UZ+EiDzArvL7iFd4deweorGTp+aT5Nk9g1G7k+NYBpfDgcPhIDY6iqjISC5fukDEuXOcO3uSv44d4+ix00TGmdvD8S0sfrVo9fIjCsoiIilAPcsi8oBycWJ+J2q3nMz+2LR0GrQS0GQKf8xtQ6DmH4iIJDudakXkgRQVNpgWHaeksaAMWB/i6VcaKyiLiKQQDcMQkQeP6wQzB41gU7QXPj6ebsy9seVpwiuNsnq6GSIiDwwNwxARERERcUM38kRERERE3FBYFhERERFxQ2FZRERERMQNhWURERERETcUlkVERERE3FBYFhERERFxQ2FZRERERMQNhWURERERETcUlkVERERE3FBYFhFJRs4j83m3bklKPzecbbGebo2IiNwru6cbICKSfjnYM3kQo1btxpljK4dioJy3p9skIiL3QmFZRCTZ2Cnaqh/vRWzkoZd60cTf0+0REZF7ZTHGGE83QkREREQkNdKYZRERERERNxSWRURERETcUFgWEUliUbtn0velOlStUIFqTfrwQ/hVTzdJREQSSWFZRCQJxeweSfPW08neYzZrV/ejUMgw2rUYxEYtGycikiYpLIuIJBXnXkZ3G0vgh5PoFZQDW0wkkbGG2H3b2Bnp6caJiEhiaOk4EZEkErthLBMuN2XGs4FYcXF60UKCo8BeuiIVMnu6dSIikhgKyyIiSSTOVpRXBz5LSTvgPMoPU5dxyfhQtWUrSulsKyKSJun0LSKSRPyqdqbX9f92hE9j2rqrkKkBbVoWxubRlomISGJpzLKISJKLZfN3M9keayGgQRua5dOpVkQkrdIZXEQkqUWtZPIP+3DYcvFCu+fIDuCM4NCf53F5um0iInJPFJZFRJLYhcVTWfCXE/ujL9O+gT8AF3/qQaMeP3HBw20TEZF7o7AsIpKkolm7ZBURLi8eb9qKKj6A6zhzJodSsVXj+F5mERFJMzTBT0QkSVnwstuxWHwoUqIYdmI5MKUb3zi6MedFRWURkbTGYowxnm6EiEh64jw0jfZPvc3KXE1p/PA+Nl2uxxdTB1I3UDfzRETSGoVlEZHkEHOG8K3hRPgVplzp3Ph5uj0iIpIoCssiIiIiIm7onqCIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKyyIiIiIibigsi4iIiIi4obAsIiIiIuKGwrKIiIiIiBsKy6mdI4Kdi8YyadVpXJ5ui4iIiMgDxu7pBsidRa3/H81f/D/25VpP1k2TeTFQ329EREREUoqSVyrnV3MAwzs+ivXYDHq+t4iz6l4WuW+OXYOo4mvFarFgSVM/NnK3mc9FT7+AIiIPEIsxxni6EUkrkmO79nMmxhOp0kqmvMUp+rBPkj6r6+yPdKzQlKknC/Pu8s0Mr+mXpM8v8qBxhg+hRvn32RB9++nP6hdIvkC/JO5JMLicDhwOB7HR0URfjSIqJg5XIs6+Fv8GfLtrCW/kV1+HiEhKSH9hOWYlbz/egG8POz1wcC8q/28n694rii1Jn9fJoW+fonzX5bhqj2Dbb115NGkPIB7iPDSDHt0msSPSwf1+Ei1WXx5rNZTxr5VImsala1Fs+KAWTw7aQtQtr7s1S3UGrV5Ov7JJ+6X3Vq6YS5w7fZrTJ09w7NgRDh/czx9/7GHX71vZuusol+LcFITFm/IfhLHx4zIaRycikgLS37nWFki5p5vSLJHjFa4eWM2SbRFkKdWAeo/7Y7mn37ZTpNi9/s7dsPHIq31oPeYgO/JZOXcNHs2U5AcRD7D45iB/oUJERjpxm5VdxwiZtZrYKi2o94iX++eyZqRADt9kaWf640fVAZP5cG1N+q2+eNPkWdeldXza4SOqBw+mejJ+zqw+WQjMn4XA/EUoVfnmf3NcOMDGFYtZMHsWs38J468o17/1YWL5/bvRrOozhid1k0lEJNmlv57l++LkwBc1Kd53EyUHbiIsCXtunPum0/fTxZy4jw5vYwwWS+KjuL14W0a834hsunubtkTPpVWuNlwedpJFHbJ6ujXpivPgeF6o1oVFZ275cm3xokjnhaz/9imye/jz4rywkwVffconXy9g1wVHfGi2ZqPJ5D3MbfuwJp6IiCSz9NeznEo5z23j51kz2efwXBu861Rh0PuNyOa5JoikKrZHOzL269VUaT2TY44b+g1MHPsndKZr7VCmNc/t0UBqCyhF049m0+TNMCYPfIf3JmzinPMCS8d/x/5XelNUQ7JERJKVwnIK8S7dlTnrmnHNg/341swFeVjdUCI3sJK72deMXb2Z58fu48ZhwsZxjFldO1Orwo+8ngomCdgCK/HamGBq1nqbZp0nsSN0IuM3duXLask7tlpE5EGnsJxSMuWndKX8//04lwuX1apbqyIpxZqdp76YSM+NDfh827Wbxo67zvxC347DqfJrb0qnikzqQ5GWY1kZmIUGL4xgxujFDKj2IhqcIyKSfJTJUhPnn0xr9Tj5K7zMF2su3NWOfVd2fU/X2uVp2P9nDsckewtF0if/6nw46QOCstx6SnRxMfhjOny6nkiPNCwhVrLX+5y5o1/Ce9FYZh7V4usiIslJYTm1cJ1mSc8XeXP2AS6aglQqHXAXb44Lx7XLRJw9wPLBL1Kx9jvMDI9KgcaKpD8ZyvZmwv8a8NCtHzwTxdahHXlv2flUtOW8jUKtvmH4cweZOHEnHpwKISKS7mkYRmrgPM6iXs/T+pvfiX20NVPnDaZ2wN38opWAim8yPTSIuu++Sq8p39K62gbWjpnBsOZFyJDc7Za0xRXB9oVzWRl+gjNnTnPm7FnOnbvA1fxtGTfmVR7x/LBcD7NTtMtYRqyuRru5x3HeOH45di9jOr1LrQ1TaJorlfQxWAN5/oNezOmxhN9jy/CEt6cbdA9UiyKShqT/sOzYycTun7My8gneHNudoNR2QYnZy3ednqPL9/sxj7Vk3M/jaVHwHq8U/mXoODGEStXe4OVu0xndugY7t03i+8+eIX/6f4flbl0JZsyHn7Pk/BXOn4kgMs4AFjK/8CpZFU7iWfPTcuRoVm97iYkH4m4Yv2xwHJnBO2/Upvy8DqkmzNke68LMnzzdikRQLSaxaI6HLmDWojD2HjnO+Tg/chcP4pmXX6L+4wFJvEmWyIMnxbtInJcOs3nZjyxcsY2jV1Jglz3nKTb9OIuZs0M4nMruVbrOhDD4hXq89v1+rMU78N1vU2lXNLGziDJRquNU1i79H41yXmDtF00Ien4oGy6knhvH4mFZmjBmxyGO/HWWv6a3iB9uYPGidFB1sni6bamINbAxX47vSskMt65p7uTUzz157atdxHqkZemIajHJRO+dwVvVHqHYC8MIs5TguU496N6xIflPzqBLxQKUeHkEGyJ0HRC5HykYlmMIn9qB8gUfo1KDJrxQ/wkeLViZzjMPPIAXHhcXNn7Ny0EN6f/rSTJV7MEPv42lWcH77Qa2kr16P35aO5u3y/ty4pd+PPXkuyw85omtvyX1chJx9BiXDWB7lGrV86rn6RZZan/CxPcq439rXnZdZPWHHRi0UXMDkoZqMfFcnA/5lKdrtWPi+aeZvDGUHz59jWdrViHoyRb0Gr2crT+/hf/SntSr8gpTPLnIv0gal2JhOWbTIFp3mcKOi39v62twnN/C+NdaM/T3B+hD7DrD+q9foVr9d5l3EAo3H8WqFV/yTG4bEMPJLcvYcORewq2Tgz8O58vvlrEnIv51tBd4gRHLFvNpvRxEbh1Ji/rtmX7wwftKIu5cYf26ncQZsGavTPXSqW1sUmrgS8V+E/m0XrbbTpImcjOfd+jPigseaVg6o1pMLNfJeXRr/QmrIx6ly9gRvFTg1s4WKwG1P2Pu8GfwPfQDb7f6lLBojzRVJM1LobAcS9j0meyIvn1HDnN1CzNmbkmZZtw1B9s/q0BGLy+87vYnQyn6bbxzII3aO5c+9ctT591Z7I3JRb2Biwie3pkymeL/PWJGa0pVeormny7lyt02NSaU0f360rtDZ77d/u/acdaAIN7/cSnDn86NY//3dHzqNWYdVg+zADEbCdkUicFCxgrVqeLr6QalUt7FeXv8MJ7PdWtfpyEmfBSdeizglO5u3x/VYiJdZd3QD/jhmBPvKq/xdvVMbh5no0Drd2lR0ErU1hG8N+4AugqI3LsUCssuzp5zt+ySi/Nnz6ZMM+6BT7Y8FCpU6B5+8pLN504vZxR7Fo5iavAJyNuQgT+HsfSjujftqJf9uY68lA/+mvMN3x+5u6vwxV/GMmO/E59y7elSy+/mf8xUlq6zfmRw3YeIOzCL/kN+49K9vxSSzjh2hrDhtBOwUyqourY/vwNbwbaM+rYNhbxuGY9h4vhz2lu8+d1hhY/7oFpMHNfZBXz13X7ijJ1idetzxznhGarQoMZDWM1lgkePI0w3GUXuWQqtleBF6bLF8Z6xlts6ly0ZKF62VMo0467ZKfbmQsI+LpOEL5AfFfssYFH+H7lWpzU1H07g7JapPl1fr8B3A1by1fBg2nxVG3f9BQA4w5nwfws4RRae6dKREgk1NlMFevwwC59JV3i221OaPPPAc3F87Vr2OQB7IarWKKQxondkJWeT4Yx/M4xnvt5DzI3nL+dJFvZ8jZGVfqFbcQ0fuHeqxcRxcW7xbJafd4ElM4+XKvIf1ykfHn+8EDZOE3fgR2Zv/IyqNVSvIvcihXqWbTzWcQCvF8vAzf0zFnxLv8kHbQukTDM8LgsVW7RLOCgDYKfEGwN4pYBh3/hefLnlTlvyuTgx4wOGrovCq2QX+r+S2+2bac1el3d6P08hnR+FS4QEbyfWgDVrRaqXU1H8twDqDZpE3wqZuG2+3/mVfNBhMJuueqRhaZxqMXFi2Ri8kSsGsAWSO9d/denYyJM/Nz4WwHGYDSGHdDdE5B6l3GoYAQ0ZvuwXhnZsRMUieclXtDLPdP4/lvz6ObXV3fmvgKf5+JPnCIzZxohe37LH3S2zC7/xyScLOWvJT5tBfaiiHUhSCReu1DyONXojwWHxY0QzPFGDahn//SdXqm64h/lVpv+kj6id9bbpflwJG0KHD1Zx0SMNS3opVgeqxcRxHGDbjuvDGi2ZyXoXC1PbsgRcX9nFwR9btqSirdtF0oYUXWfZlrsOPScsIWzvMY7+EcqiMd2o+XAq2Q0r1bCSp9VgBtTLwpU1H9F+UCi3LVLlOsX87m8y6aCLwOc+ZuDTd7XdnySX6CMET3iP5jWKUzDfIxQtVpiSdTsxeuMFXIAzIpz1G/aS6CWvrbkpUDAfeXNn/O/H/gfHrhA2nIkfI1o8qDrZzoUysfeLVC3xOMUK5ydHnpI8+foIVp94gFaouUveJd9lwtBnue2UZaLZ/U0nei08k4q2w74X0RwJnsB7zWtQvGA+HilajMIl69Jp9Mb4mnVGEL5+A3uTeM121WIiOfax78/rfcMWXzJluvV+x+2s/pnwswIYrh7ax596SUXuiZJqamQrwhvjRtAk91U2DWlHj0U3XoSdHJrShbe+P4zJ34pvRrYhv95FD3Fxccs4Xq1Uhrq9l5Kx+ThCDx5m/95wfvsgH/NfbcrwNXPpXKkM1YMq035aIieyeldj8LZ9jGmU2A1r/m3vXyHXx4ja8vC4bTaNa7zOr9k7MmX9HvYe/Iv989ti+akXDYJaMfWArqg3s/FIh9F80yo/9tvm+x1iyltvMeNo2rrB7bq4hXGvVqJM3d4szdiccaEHObx/L+G/fUC++a/SdPga5nauRJnqQVRuP42km4qtWky0y2c4G/n3FcGG/W4m1tjt/1zsXWdPciptlamIx2kz5FTKVrA1o8asY+eL45nw6svk/3kh/av6c2ZpL17q9hOn7cV4e8LXNMutpOwZLk4v7c0zzUewzVqRvvMX81md7NcvSHZy1xnAlL7bCWrWhTPn4jAWO35+998zfH8uERKynTgDuE4wb9R6Bs5dQ58qAf9cSLNW7sHQLj9Q8ZN5vPvGaKoufYciiZh15YqO4NiRM0Q5b18u8v5ZsHhnIme+fATc7/eHe2XNzUtfjeX1Tc8zem/sTdthO4/P591Oo6mw+G0eTwNnVtfppfR+pjkjtlmp2Hc+iz+rQ/brhWDPXYcBU/qyPagZXc6cI85YsPv5kXQVnHK1eO9cREcc48iZKJKnfC14Z8pJvnwBJKZ8nRERXPinXVasd3MJsNn+mTzpuhjBeYVlkXtj0rvo30znvDZj8W1ivo/6rwc7zP7PqxkvvEy5gdtNXEq0746izO9fPWVy2izGlrOB+XRcP1Mtq9VY7HlM41G7zDVPN+8BdmXdQFM5i9VgzWYajTpgHAk9KPJH0y6n1QDG4tvQjDnpTOlm3uzaL6ZjHlt8e/yfMH1WRpiEWhSzpqt51I7BXtT0Wh9z78dx7DdDa2QwFjAk24/FZGkyzVy47xclca6sfc+U97Xc3i5rZlPts82p/7N5ZZ0ZWDmLsWI12RqNMgcSLmDzY7ucxgoGi69pOOZkgvWSKClVi4ng2D/U1MiQwHublD+WLKbJtMRVb9z2gaas1/Xn8W5gRp/+73clbtP7puTfv+PT2Ey+nKhDizyw0kD/x4PMl9JdZzL/8nM8++FvfPD6b2B9iDqD5jP9jRJoTp+HXFzBgE5DCLtk8A3qy/BOjya85JVXLnJlt8IpF/aSNamZw7N3ARw7ggk97QS8KN1tLJ/WuX13OgBr5qzxk4HiDrF6+X6oWuLeDmQrRKuh0wjYepprydWz7OVH/qpPkzkZnv1uZAr6kEkD11Lr/RAu3TiU13WZDYM6MrDGGr6omVpnLl9kxYBODAm7hPENou/wTjyacAGTK1d2rJzCZS9JzZo5kmzcXorVYiLYCrVi6LQAtp6+lmw9y15++an6dCKrN87BP4NSLBYslrt4VyyWG1ZyiSMuLnGHFnlQKSyndi4HJmNW/G0WzrsMFrs/WXycxLnQiHOPiGH94G6MCo/FWLPSoFM7irr5FLnObWbzofgJTIWq13ITSFKKk2Mh69jvBOyFqP9UKdwt1OW8eIHLrvjfOX74MHCvAcVG7spN6Vj5ftqb2vlQpucEhqypzltLzt40sc9c28GI13pTc90YnvXwF6SExKwfTLdR4cQaK1kbdKKd+wJm8+b4ZcbshapT664K2MmR+T1pP3AlmTpMZW6PcgnUWdLXovPIfHq2H8jKTB2YOrcH97UKnS03lZt2JNWW7w1DKuDu0rzL6bgh+NuwaUFrkXuS+s7k8g/H8RUMaVqV+r1/4ljGkjR//QUK2w/zY896VH7xM349qq2YUprr5CyGTgwnzoA1oCEtnn/Y7Ycoam0wW2IMWLNTrVZCoSElXSJk7e/x7c5aiaAy7lsTefAgJ6+nv5hY1Zhb9iK8PnYEzfLYbll/2RB3YBJv9l5IRGpbHsN1kllDJxIeX8A0bPH87at7/C1qLcFbYjBYyV6t1t0FUMceJg8axarduwndeoiEV4pP6lp0sGfyIEat2s3u0K0cutPy9OmBl/3fXi7jxOm8iyJzOv9ZW9li8cLbK5naJpJOKSynRrEnCBn5GlXLNuL9Hw/iU7oD44LXMWvsPNYvH8ZLha0cXDiQZ8pWoe2w5RyJ9nSDHxRO9k0dy5LzLsBCpuqNqJvV3WNjCFsdymUXWPwqUyvINwXbmYDoUILDojBY8ClfjSpuZ2rFsHXTTmINgJXsOXKkXBvTIGu+FnwzpgOP3bodNnZ8/TJyN3fIU5Jz31TGLolfo9eSqTqN3BcwMWGrCY0vYCrXCuKuKthelFb93uPtniOY/WUT/BN6TJLXop2irfrx3ts9GTH7S5okeND0wxoQQOZ/ys1J3N18n3U6/7n7YfHPQuZUVpciqZ0+MqmJ4yxbZg7kpXIlqNN1Ilui8tKw/wK2hE6kYxl/wEr2qt2ZuzmU794JIkfkdqb1akjJUk/TY+wajio0Jy/XMZYs3Rp/8bb4ULF+PbK7e6wjnOANJ3BiwatMDWq6zyQpwhEeyuaz8UNCHq8ShNvRAc5DhG09Fd8LZclA0ZJFU66RaZKVHM8OZXy3UmSw/Pv/Hqo3mNnDGpHNk027jYtjS5ayNb6A8alYn3ruC5jw4A2ccILFqww17rqAvSnS7GO++fIdaudMuMiSoxa9izTj42++5J3aOdP9Rc0a8DCBGa8Xm4nmWvR/D8UwsTHxK48A1uyB7l9zEUmQPjKpgOPsDhYMe4tGJR6j8iufsuAPF489P5C5W3ey5NPneOTWmXz+JWn99Rp2b5xCjyfz4zq4hP/rUoeij1WlVf9xLD9wJY1ujpDKRW9m0464+FGC9sJUqZrL7QfIdSKYkHAHYKNgpark9fAYwcvbtrHfAdgeplL1om4nK7hOrWL17vjpQxafJ6hbJ3XFvdQpCzW6d6V+FgtgIWOJN/luejdKp7oZuNFs3rTjemiyU7hKVXK5L2CCQ8JxALaClaiahAWsWrxP9rzkzfn3+xHJlct3EZYvXiL+YRZseQpQQLOVRO5JOvrIONk3shkvfL2Lm5evv8bZ0y5wLqdPmSJ8/B+bHTku/oUDB+Gjnqf4zMSNMrWVeIcf575D0TtdX6KOsP7nOcyeN495v4Rx/KoL7Fkp1rgPvd7rTpsqOf/jzbGSrVxbhv3WnG5rJjH88xFMXbaRmf8LZdbnvSlQsR7PNH6e559rRM2SDydqPU+5mevMMY5HxX8NsWYtS4Vi7t+hyyHBbIs1YM1KpaCyHh6v7OTUiVPEGbBkKEeVJ9xXQ8Sy3wi7ZgArWeq+QtMCiQlJF1n7VT9GrjmVfKth2P0o2LgfX7zqfnJYionZw5hOA1hyCWy5nmH4nGE8FZgK+yFcZzh2PCr+i7Q1K2UrFHN/jrkcQvC2WAxWslYKomySvcgpXYuJcHEtX/UbyZpTybcaht2vII37fcGrpRLxwnoXo3SxjFj2XsG4LnH+Ynwv/Z1EnYsgygDYKFC2HA+lwvIUSc3SUVg2xF06xbGjR7ltVRyrN97WWCKOHSXiLp7J28cbc+UUR68kriVe2S79c8vrH84rHN22ltWrV7J82QpWrtvBiSgnBgveOUryzGsd6fLGqzz1eJZ77O73IX+tNxhRqzMf//Er08ZPYNqcX9mycQHfhi7g2wE2fHMWo1LVylQoV45yQQ15rs5jZErcn/ZAM444HNffV1vR0pR2e52PIXRNKFcMWHwrUjPo70GZTv4c05JecYOZ986jKdDivzmJjLyKAWx5ClPY3ZvvOs3iH9cQaQD7I7Tp1Yp8ibmouq5yfM82tm1LzrDsy4WiZ4gFz4Zl12kWd29GzyWncPmWo+f0qbxezOPxPWHGQdy/BUxp9wVMTOgaQuMLmIo1g/7ZjMT55xha9opj9rx3bnh0FLtnfsLAccEcuWIhX91u/O+j5hRLcJBz0tVi1O6ZfDJwHMFHrmDJV5du//uI5gkf9J64rh5nz7ZtbEvOsOx7gaJnElu9malRoxzeC4OJcZ3j2NGrcMfuEAeHDv+FywDWLJSvnAq+YIqkNZ5e6PmBEL3VfFY10w2bNFiMPUshU+2lrmbo7I3mRHQSH8950exf9Z0Z0r2VqV86t/G1XV9g3/qwaTzezQYa8t/OTzLP+loMWIx/05nG7R43MRtMn2J2AxivyoNM+N8vuPOEGd2ogGm7IDKFGvw3h9k7pKrxAuP1xCdml5vddhwHhpvafhYDNpO72ffmqIf3UEn9osz2YfXMQ1aMxZ7XvDT5QCrYyOhOzptJz/oaCxiLf1Mz030Bmw19ihk7GLwqm0H/FrA5MbqRKdB2wQ2PjTa7vnnGlH3mc7P2jMNcmdPKZLf6mNLvh5qEN9zpYAAAIABJREFUtxBJmlqM3vWNeabsM+bztWeM48oc0yq71fiUft+Epsy+JR7nODjM1MpoMWA3xfpscPNa/+2CmdYks7GAseZobmadT6FGiqQj6ahnORXzKUe3z7uy7O315Kheh/oNnqZxwwrkTq4xjdYsPFa7DX1rt6EvEH16D2Hr1xN2JJAX27vZQEP+m38FKhSzs2iLA6cjjoR3jHVydM5wpu+LH6+cp0IVCv39gl9Yxm97ytOkpl+KNTmejQJlShJo28CZmGtcTeghrlPM6f8lIVFgz9+SEV+1TFyv8gPDxYn579DsvZWcIzOV35vFxFcfTeW36vypUKEY9kX/396dh8d1FvYe/505y2iXLFuStY3sOFZsy/uiUVaSELKRBDtbiQOFJBfaUnpDQkrLpTdA7+W2hQuFwm2gtzQbSUrDJTQ0aYDEGnnfYme1RrItb5JXSbNKo5k557z3j9EMo9E5Wmzt+n2eR48dx341dmSdb169y9vQDR1xmyuPjZMv43svtCbWK1euR8PvP4Dxu98ewtpN1/3+57Y8hUd/Uoqvv/UEri5xoCscRkzE0HrwfYThttjgOAYfi0YLnnr0Jyj9+lt44uoSOLrCCMcEYq0H8X4YcM+Cpc3ygk/h83f8Lba93IkjTY1oMxqwxO4Te88uNO3rgZAULN78J7hzzoS+VKKZYbJrnWj60IX329eIHAlCWfLnYvDtu4Y498bjor72MlGVJQlAFQ1/4+2fyTfEyaduFdWbnhMjuJ127PW8Kb6wUBZS3q3iJ6czX0BctD3/B8KlSEIuvUl8Z19oEl7g9BLa8z/ENUUOAUkVCx98SRyfJl+u0b3fFtfkSALKEvHnFtdHG+feEI/X14rLqhLXlasNfyO8/b834+RT4tbqTeK51AdwVGx7rE5s+Ma7iRl146x4ZmORcEiqWP3kQftZ9kv8WIxue0zUbfiGeDfxTsXZZzaKIock1NVPioNTe2p/TMU/+La4rkASknKFeNRj93fWEGeev0eUOCDk8vvFi4P+vIloJBjLRKMR3imeXJ8vJHmheOTXneL3j56geOenj4gNq+8XP/3wuPjZvaXCAVWs+No+ERdCGJ2viz9etkR84XfBSXrhhjj5/H2iUtHEyie2CX/qx8Pi0M8eEXU5DpFbe5/44V7/EGOQEELox18UmxeoQoJDzLnuf4m9E72q5pKExc4n14t8SRYLH/m16Exrp+A7PxWPbFgt7v/ph+L4z+4VpQ4IdcXXxL7EB7B4/Y+XiSVf+J0Ipo/14++IX7cnBtGP/UDckCsJKesq8Xfeof7v4dI+FsM7fyy+8+v2xN89/Zj4wQ25QpKyxFV/551lS8yiouWfN4kqVRLq5Q+LX1qEcPzoc+J+lyIc+avFl14/L5jKRBeHsUw0Ssbp34onb6kROUXLxaZHvy6++bUviLvra8Wae78l3jiRmK0zzr4mvnJlqdDKrhKPfOWL4u41i8RV/22L6JrUp1VI7P/HB8SyojlixaY/E1/7q8fEZ268XBTOWSJuf+xpsd/HR+mw/FvF1zYUCAck4ax9RPyyYxr+mRmnxW+fvEXU5BSJ5ZseFV//5tfEF+6uF7Vr7hXfeuNEYv2rcVa89pUrRalWJq565Cvii3evEYuu+m9ii+0HcFy8/9frhSZJIv+Wp0aw3n1sPhbj7/+1WK9JQsq/RTw1KxfZR8Xx1/5K3FTpFHmL7xBffW6baDkXFN3HD4rX/+FzoqFMFTm194kf7vVN9gslmtYkIcR47PclmuGiOHvwTby59yi6jDmoveYWfGxl6cA1q0YXPvS8hd2tQRSuuQV3NlRPiSP89O4P4fnNTrT4ZJQsXIb1V9XjskIuUB6WfgRP3389Pv+rDpjzbsJ33/w1vjT1DlMesejZg3jzzb042mVgTu01uOVjK1E68AMYXR968NbuVgQL1+CWOxtQbfcBHNuNr6y+Ft9pKcA9z7XiFw/a3nYywKV9LMaw+yurce13WlBwz3No/cWD9pcEzXCmrxm/+bcX8PJrO3Ho1Hn0ynMwf8EKXH/3p/GZu69E5fT9MCWaEhjLRETDMbvw1p/fhLv+/h1Esurwp/9vC35wWylvderX88YfYdkd/4SO+Q/jleaf4s58wOhqw0lpARYWj9OfUs8b+KNld+CfOubj4Vea8dPEO0XbSQkLFhbzvw0RjRl+PiEiGlIUh378GXzqB+8i4ijHx7/3Mr7LUE7jw2vPvoJ2Q8Gi+x/CzfkA4Merj9+Kx1/1jd97fe1ZvNJuQFl0Px5KvFP4X30ctz7+KsbvvRLRbMTP90REtkyce+0x3Pfl13HWzMHqx17As59fyksd0vVtx382dsFUl+DezQ1wAjA7XsbTuzdg853jtTCiD9v/sxFdpool925GQ+Kd4uWnd2PD5jtn7XIMIhofjGUiIhu9734fD372JzgUlVF194/w8t/cgPFaVXBRYkfw5otb0GZzZvKEkFQoigTJWYu6pQoQO4JnHv0h9EefxN3jVq0SVEWBJDlRW7cUCmI48syj+KH+KJ4cv3dKRLMU1ywTEVkwT/8Sn7v+ATx9WEeB+6/w2u++iavzJ/tVpTNx7oU/gPvZ67H1jT+Fa9Ii3kDb8w/hti9uQfm9d6KsdR+CH/02nn3yRpSO42sy2p7HQ7d9EVvK78WdZa3YF/wovv3sk7hxPN8pEc1KjGUiokzhvfjW7bfgyW0ByAs347nGZ/HJmil296X/TfzXqzbj5Ffexy8/WzbpXyaMnm/GgeYu5C5eg5UVE3RLZfQ8mg80oyt3MdasrMBE341JRLMDY5mIKJ1xAi/94fX4zEvHYRRdh//5m9fx1Q1TLMOMU/jFIzfgwdc34PmWl3A/rzAmIho3kz0ZQUQ0hQSw/Rv34Y//9Th0rRYP/fQl/MWUC+UOvPbljXj4ueMouetB3M5QJiIaV4xlIiIAgI4jTz+ET/7tfgRRgo/+7cv40aaKKfVJ0rywE39/33W45x8OICQvwN2fugl5k/2iiIhmuKn0HCAimiQmut/6S9z3Z79Ch5GFui88ixf+60pMmYvPjAvY/9zjuGnNDfjyK22ICkCpvRcPXjVlXiER0YylDP9TiIhmtuihH+MPP/V9vNvrQPnHv4eXv3vbuJ7kMFK9p3bh1ZdewAvPvYg3DvmgJ3eYSCpW/cGnsI4HPhMRjTvGMhHNaua51/DYfV/G62dN5Kx9Ai88+3ksnaQIjflOoPmd/di3dzeafvMq/mP7Yfjjg/dgS84GPLB5KT+BExFNAH6uJaLZq/ddfP/Bz+Inh/oApRLXfawSH774j/hwPN6XMKHrOnQ9hr6eHoTDQQR8Xejs7MSFM+04deokTp0LIz7sAUUScj+yGfdfNsWOsiMimqF4dBwRzU7mafzyc9fjgacPIzadPgs65mDTM1784tOl3HRCRDQB+LmWiGahHuz9m0/ikWemWSgDcMy7HQ/eyVAmIpooXIZBRLOOefolfOv7+9CnOuGc7BczKjIqNz2IW4sm+3UQEc0eXIZBRERERGSDX8kjIiIiIrLBWCYiIiIissFYJiIiIiKywVgmIiIiIrLBWCYiIiIissFYJiIiIiKywVgmIiIiIrLBWCYiIiIissFYJiIiIiKywVgmIho3Bk788ku4cflK3PW9g4hN9sshIqJRUyb7BRARzVj6ITz9rX9E44cGSg60IYo10Cb7NRER0agwlomIxotyBTb/5VfRtWce7nliE/In+/UQEdGoSUIIMdkvgoiIiIhoKuKaZSIiIiIiG4xlIiIiIiIbjGUiojHVgw9f+gvcc8OVWL/+Kmz6ys/R3DvZr4mIiC4WY5mIaMxE8eGP/gCfemEuHv+37fD85UJs++5n8Mlv7eGxcURE0xRjmYhojBgtT+HRn5Ti6//yBK4ukRENhxETMbQefB/hyX5xRER0UXh0HBHRmIhh10/+GcF7X8QdpQ7APIf/+Pet6IGClRvWo2CyXx4REV0UxjIR0ZiIQ77is3jyjuVQABgnf45nfxeAcF6JBzav4CdbIqJpip+/iYjGRC6u/KMn+r+vo/n557GjF8i7+dN4YLE8qa+MiIguHtcsExGNtdh+PPfSO4hJc3Dzp+9DNT/TEhFNW/wUTkQ0xnq2PI2ft+qQyzfiM3fNBQAYXW041m1O8isjIqLRYiwTEY0pH1579hW0GwoW3f8Qbs4HAD9effxWPP6qb7JfHBERjRJjmYhoLPVtx382dsFUl+DezQ1wAjA7XsbTuzdg851zJ/vVERHRKHGDHxHRWJJUKIoEyVmLuqUKEDuCZx79IfRHX8bdbGUiomlHEkKIyX4RREQzh4G25x/CbV/cgvJ770RZ6z4EP/ptPPvkjSjl1/KIiKYdxjIR0TiInm/GgeYu5C5eg5UVuZP9coiIRi2ZiJIkTfIrmVyMZSIiIiIaZDSJOJODmmuWiYiIiGgAIQRM00RvPICzPYdRpJWjQCuFJCXWk0mSlArk9FBO//HMfzddMZaJiIiIKMU0TQghYBgGYDjwkvcJxMwIZElFoTYfc5yVKHJWYI6zEsVZVSjOqsIcZwUUWYMkSXA4fh/UDodj2gczY5mIiIiIACRC2TRNGIYBXddh6hIuy7sS3uAWGCKO7ugpdEdPWfxKCflqCeY4KzDHWYW52YmInptTjXnZLmRr+RP+exkrXLNMRERERKmlF4ZhIB6PIxaLIRaL4XBgB944978uclQJdy/+OtaUfXzazjDzICMiIiIiAjA4mPv6+jBXLIEqZV/EaBLuWPCXWF58c2ppx3TEWCYiIiKiAUswkjPL0WgUsb44yqRVox7vY+WPoa7o5mkbyUlcs0xEREQ0iwkhBswoJ9+SwdwZOQFdj45qivXa4j/B0oKbUqE8nYOZsUxEREQ0yyQDOT2UTdOEruuIx+Po7DmJZn8j2np3IGC2jyqU63MfwpK8m2yPl5tuGMtEREREs0Bydje5fjg9kg3DgC9yGoe6t8Ab8OBC9MhFvY/Vzs1YkvcxyLIMh8OROjqOsUxEREREU85wgRyInkdzdyNaAh6ciTTbjqOaeciJVyDgbLX9OSuU+7Es71ZomgZN06Cqaiqap3MwM5aJiIiIZpChAtk0TQT7OuH1eeD1N6Ij8iEA6/XEGvIwX1qFufHlyO6rQDwex0H1u9AdkUE/t06+B3X5tyMrKwtZWVnQNA2KogyI5emKsUxEREQ0zVkFcvIWPtM0EY52w+trgtfvQXvvexAwLcfRpBxUqetRKa9DMRbD0E3EzBhiagwSHCiOL8N559sDfs0y+W6sKLgTOTk5yM7OhtPpHDSzPJ0xlomIiIimofSTJpKzx+mB3BsLwOvbCq/fg5M9B2wDWZGyUK2tQ7Vaj3J1OSTIv49t2UitPZZlGeXmWpzH72N5qbwRqwo/MSCUnU4nVFWd9jPKSYxlIiIiomkiM5Az1yBH4mG0+rbB62/E8fDbMKFbjiPDiSptDarVelRoK6E4NEiSNGB9cXJsRVGgKAri8Tgq9Dp4zQJEEUSduhGrCu5GdnY2cnJykJWVBVVVoSjKgM190x1jmYiIiGiKszvqzTAMRPVetPp2wOtvxLHwXhgibjmGDBUV2mq41HpUaKuhOpyJH+9fKiHL8qA1xumXlMTjcRiGgereDciWC7Gm8F44nU5kZWWlZpOTM8qyLE/Yn814k8R0PiWaiIiIaIYaKpBjeh+O+HclzkIO7YYuopZjOKCgXF0Jl1aPSm0NNEfi2ur0o92SkZy+IS+5zjg9lnVdT7xvsxdZSl7q1Iv00y/Sf+1MwVgmIiIimiLsAtk0TcT0KI7696DZvwVtoV2ImYNPpQAACTLmq3VwqfWo0tZBc+SkllhkziKnR7LdzHLyshJd12GaiXXPDocDiqJA07RBoT3TcBkGERER0SQaKpDjegzHAvvR7G/EkeAORM2w5RgSJJQpy1Ct1aNKXYcsOT8VyJlxnBnIVkswMmM5+WuSc6zJca1mo2caziwTERERTbChAtkwdBwPHsCh7i04HNqOPiNoM4qEUuUKuLR6VKnrkS0XDhnIVm/Jn5e5uS/9dSZP2Uh+C2DA+0l+f6ZiLBMRERFNgKED2cDJ0Lto9m1Ba2Abeg2f7TjzlMvhUutRrdUjR54DYOAa5MxlFVaBnP6WDGS7kysyXzeAAXE90zGWiYiIiMaJVSCnn4V8KvRBfyBvRVjvtB2nWF4Il5YI5Dx5XipuR7IG+WIC2e73AmBWBHI6rlkmIiIiGkPDBfLpUDMO+RrREvQgFD9vO06R7IJLq4dLrUe+UjaqQE7fzHcpgZxutkVyEmOZiIiI6BJlXjedvsTCNE2cDR/GId8WtAQ8CMTP2I5TKFeiWq2HS3OjQJ6fityJnEGmgRjLRERERBchM5Azz0I+33MMzb4t8AY88MVO2Y6T7yiDS3PDpblRKFeO+BSL8ZpBpoEYy0REREQjlLnEIjOQO3tPobl/Brkzesx2nFzHvEQgq/WYo9SMWSADs3e5xHhhLBMRERENYbhA7o6chtfXCG+gEef7jtiOk+Mo7l9iUY+5ymXDHvOWfoax1TILBvLEYCwTERERZRgukAPRc2juboQ34MHZiNd2nCypENVaIpDnyZcPWlOcGcYM5KmHsUxERESE4QM5FO1Es88Dr9+D05EPbMdxSvmo1tbDpbpRotTC4ZAHBXLm0orMSE7/+QBS3zKQJx5jmYiIiGa1zDBOft8wDPTEfPD6mtDsb0RH7/sQMC3H0KRcVKnr4NLcKFWWQrYIZKtZZM4gT32MZSIiIpp1hrpJrzceRIuvCV6/Byd7DtoGsiplo1JdC5fmxnxlGWSHOiCOR3rUW+bV0QADeSphLBMREdGsMFQgR+JhtPq3wetvxInwAZjQLcdQ4ESltgYu1Y356nIoDs12BnkkgZz8FmAgT1WMZSIiIpqxhgrkvngPDvt3whtoxPHwPhgibjmGDA0V2irUaG6Uq6ugOpwjPsnC7qIQBvL0wVgmIiKiGcUukE3TRDQewRH/TjT7PTgW3gNdRC3HcEBBuboSNZobFepqqI6sIWeQh9ukx0CevhjLRERENO0NFcixeB+OBvag2d+IttBuxEXEcgwJMsrV5XBpblSqa6A5coYN5MyNenY36TGQpy/GMhEREU07yaum7QI5rsfQFtgHr78RR0I7ETN7LMeR4ECZsgwupxtVylo45TzLQHY4HLbrj9MjmYE88zCWiYiIaFrIDGQhBAzDGBDIx4MHEoEc3IE+M2QzkoRSZQlqtHpUqeuRJRcMCmS785AZyLMPY5mIiIimrOECWdfjOBl+D82+LTgc3I6I4bcdq0Sphas/kHPkObaBnLn+OLnMIv3nZcYxI3nmYiwTERHRlGIVyOmnWOi6jo7wB2j2N6I1sBU9RrftWHOVy+DS3HBp9chxFI8okK1mj2VZZiDPUoxlIiIimnRWa5DTb9IzDAOnw81o9jeiJdCEsH7Bdqw5ck0qkPPkkgHLJYbboMdApkyMZSIiIpoUw80gm6aJM+FWNPu2oDXYhED8rO1YhXIVavoDuUApH3Dpx3Cb9OzOQmYgE8BYJiIiogk0kkA+19OWCmRfrN12rAJHOVxON1yaG0VK5aBAtltiYRXIyTjmWciUibFMRERE4y49jq0CuStyEoe6t8Ab8KA7dsJ2nDxHKWqcblSr9ShWa0YVyHanWDCQaSiMZSIiIhoXwwWyr+80DnW/hZaABxeibbbj5DjmwqXVo0Zzo1hZOOBGPAYyjTfGMhEREY0Zu0BORnKg7xyafYkZ5HN9rbbjZEtFcDnr4dLcmCsvSm22u5RA5lnIdDEYy0RERHRJhptBDkY74fV54A004kzkkO04WVIBqrUNcGn1KFFqIctKKpAzr5tOPwfZKpIZyDRWGMtEREQ0akPNIJumiVC0C15fE7yBRnT0fgBAWI6jSXlwaetRrblRqiyBYhHIw51ikT7rzECmscZYJiIiohEZbolFbywAr78JLX4PTvW+CwHTchxVykG1tg4u1Y0ydRkUWR0QyENdNc0ZZJpojGUiIiKyZRXIySunDcNAJB5Ci38bWvwenOw5ABOG5TgKslClrYFLc6NcWwnFMfpAtjrqjYFM442xTERERAMkz0JOv0Uv/S0SD+Owfwe8fg+O9+yDKXTLcWRoqNRWw6W5UamtguJwWgbySDbpMZBpsjCWiYiIyDKQkzPIpmmiL96LI4FdaPF7cCy8F7qIWo7jgIoKbSVcqhtVzjVQHVnDBnJyTXLmOmUGMk0FjGUiACc6e3AhFMX6hcWT/VKIiCbMcIEcjUfQFtwLr78RbaHdiIs+y3EckDFfXQGXWo/qrHXQHDm2gTyaNcjJfyaaTIxlIgAnunpx74924ZnPbcDtK8sn++UQEY2b4QI5pkdxPLgfzf5GHA3tRMzstRxHggPz1TpUq/Wo1tbBKecNuEWPgUwzBWOZCEBnKIpI3MADT+3G9x5YhYevXchP1kQ0Y9gFcvIUC92I43jwAJr9jTgS3I6oGbYcR4KEUmUJqjU3XNp6ZMkFI96kl3kecvotegxkmsoYyzSrJR8WF0KJLy2aAvjSi+/iZFcvvrGxjp+8iWjayjzFIvOyEMPQcSL0Dry+RhwObUfECNiOVaLUJpZYOOuRIxeNKJAzZ5Yzr5rmGmSaLhjLNGul7+w+H4gM+Hff+81hdPgi+Mc/XAtNkSfpFRIRjc7wgWzgVOh9eP2NaA1uRa/hsx1rrrIILrUeLmc9cuW5l3yKBQOZpivGMs1K6Q8RXdfRGRq8q/vne9txNtCHn32+HoU5Gj/BE9GUlFxikbm8Ij2SO0KH0OzfgtbgVoT1TtuxiuUFcGlu1DjdyJXnjckxb1xiQdMdY5lmreSGlng8js6Q9Q7vppZO3Pa97fjFnzagsjh3gl8hEZG1kQTymXALmvtnkIPxs7ZjFcnVcGn1qHE2IF8uGxC4Q23Qs1tiwUCmmYaxTLNS+pck4/E4LljMLCd90BHETd/Ziv/3xSuxrLJoAl8lEdHvjSSQz/e2odm3BS2BJvjjHbZjFcgVqUAulCsGBO5wN+llnoGc+S3RTMNYplkn/YGTjOXunviQv6bd14eP/e9teOmP3LhuSelEvEwiohEFcmfkBJp9jWgJeNAdO2k7Vp6jFC7NjQXOBhQp1ZaBPNxJFlbrj7kOmWY6xjLNSsk1y8nZ5eFiGQCCER2bfrQLP/7DNbh3QzUfDkQ0LkYSyN19HakZ5M5om+1YuY55qRnkYmXBgGUSI1mDzEAmYizTLJT8BJ988Oi6jkCfMaJfG9NNPPwvb6PDF8GjN9fyYUFEYyI9kDPjOPnmi5yB198Ib8CD832HbcfKdsyBS00E8jx1kW0gD7dRj4FMlMBYplkn81ilcF8cMUOMaoz//soh5DgVfP76ReP0KoloprMK5PSb9EzTRKDvPLw+D1oCHpzpa7YdK0sqRLW2HjVaA0rU2iGvmk4PZM4gEw2PsUyzmhACXeHhl2AkaYqEO1eW4uFrF+DKy0sghOCDhIhGJfMM5MxADkW7+gO5CR2RDwBY/8+8U8pDlboeNU43ytSlkCSHbSDbvaVHNQOZyBpjmWat5MPKFxk+lqsLFdyzcg7uW1eO+cX5yMrKSj3YuAOciIZjdVFIeiD3xPxo8W+F19+I9t73IGBajqNJOahS18HldGO+WgeHNPBkiuFOseAMMtHoMZZp1kk+rJLf9/Xqdj8TQOLh8akV2bhtWS6yZRPxeByqqsIwjNRDiogo01A36Zmmid5YAK3+7fAGPDjVcxAmrPdOKFIWqtS1cGlulGsrIEvKqAI5fbaZgUw0eoxlmnXSHw5CCHRnxHJJtsB15Qbe73KgNZD4ua+1RnBTbRzxeDx1gkb6LnVZ5pXYRDR8IPfFe/oDuREnet6GKaz/Z12GhkptDWo0Nyq0lZAlbUSnWFgFstUsMhGNHGOZZp30BxkA+CMGHBJQX6HghiqB2vw4hABKcwRaA4lf8955He0BHUvyJvGFE9GUZBfIybe+eA+O+HfBG2jEsfA+GCJmOY4MFeXqKtQ43ajUVkORnANC1yqMkz+Wed00A5lo7DCWaVaTJAnrq3Px8uZKOM0Ient7EY2aME0J6+cDBa1AsP+59lprL5ZVFw96+PAhRDQ7Jb+6ZBXI0XgERwO74Q140BbaDV1Y3xLqgIxydSVcmhtVzrVQpaxhA3kkt+kxkInGDmOZZp3M9XrLK/IQCgn09CTWIgOAYRjQANxYY+JXhxPrCN9o7cGXP+oYMJPD9cpEs4vdRSGmaSKmR3EsuA/Nvi04Gt6FuBmxHEOCjPlqXSKQ1bVwyrkMZKIpjLFMs1L6If2yLEPTNOh6Yu2goijQdR1CCNy2GPj3w2EIAMGoicajYdxfP2fAjnI+nIhmtsxATj/NIq7HcDz4Nrz+RhwJ7UTUDFuOIUFCqbIUNZobVdp6ZMn5A0J3JKdYJH8eN+kRTSzGMs1KyYeUoijQNA2GkZg9lmUZ8Xgcuq7DNE24soF1FTHsP51Yi/HyO134ZEPNoF3lRDSzpIdx5lFvuh7HidA78PobcTi4HX1m0GYUCSVKLWo0N6q1DciWCwf9j/poj3nj5x2iicdYplkluakvfSZH0zQIIVLxrOv6gGD+xLJ87D/dBQB4+1QYh8/3YmVNNh9YRDOMVSAnI9kwDJwMvQevfwsOB7ej1/DZjjNPvhwuZyKQc+XiQYE8kpMsGMhEUwdjmWaV9E15yTi2CuV4PI5YLAbDMHDNQhnzcv3o7EnMPr+47wxW1sydzN8GEY2RoQLZNE20hz5As78RrcGt6NG7bMcplhfCpbnh0uqRp8wbsEQiGcUjOebN6ixkIppckkhOtRHNIskHY3LGKPmm6zp0XUcsFkM0GkUsFoOu6/jnvd34l33dAICCLAXvfv06FORmQ1VVPsyIppnhAvl02ItmXyNag00I6edtxymSXahJBrJcankOst0uBV5oAAAZyUlEQVQsslUccwaZaGrizDLNSsmHUfpDKnMjTfpZzHctK8Az+7thCiDYp+NXB87gU1cvgBCCDzaiacAukJORfK73CJq7t6AluBWB+GnbcQocFahxNsCl1aNALr+oNciZs8fJ7xPR1MRYplkr+ZBKBm/mcXDpD9L5BRquWpCL7cd6AADP727HAw3VME2TM0FEU9RQF4UYhoHOyAk0+7bAG/DAFztlO06eo6x/BtmNIqWKgUw0yzCWaVZLPrgyVyMpipJ6k2UZpmliU11hKpYPnArhg/YA1iycx4ce0RQyXCB397Wj2deIloAHndFjtuPkOub1r0F2o1ipsd2kZxfLDGSimYOxTISByzKAxAM3PZYNw0BDTQ7K8hScCyfOY3521ymsdCXOXOZyDKLJM1wg+/vO9AdyE85HD9uOk+MoRrVajxqnG3OVyy7qFAuuQSaaeRjLRGnSH47pD0SHwwFFlvGJ5YX4p92JHfGvHDyHb9wZwxxF4U1+RBNsuEAORs+nZpDP9rXYjpMlFaJa2wCXVo8SpdZ2HwNnkIlmL8YyUYbMYFZVNXVKxl3LCvHTPV0wBBCOGvjlgdP47LULU5sCiWj8DBXIpmkiFOuCt9sDb8CD05EPAVgf9uSU8lGlrodLq0eZugQOh8xAJiJbjGWiDMmHn9UDcm6OjGsW5qGpLXGl7XO72/Hpq1zc6Ec0TtID2eqYt56YD15fE7wBDzp634eAaTmOKuWguj+QS5VlUOTE4y/zq0gjOeqNgUw0uzCWiSwkT8nIfGgahoFNywtTsfx+RxjvnPBh/aISPjiJxshwgdwbD6LFtxUtAQ9O9hy0DWQFWajS1sKluTFfqYPsUAfNIKf//c5cejXUbXpENHswlokspM8uJ5dixONxOBwO1Fdno6JAxelgHEBidnntwrmpBzsfpESjlzyRJnkWcuYSi0gshBb/NrT4PTjRcwAmdMtxFDhRoa6GS3OjXF0BxaENGchWkWwVyAD4d5tolmIsE9nIvIlLUZRUMH+irhBP7eoEAPzqnXP45l1RFPc/aIloZKwCOXmzpmma6Iv34LB/J7z+Rhzv2QdDxC3HkaGiXF2FGs2NcnUVVIdz2EBO/zEGMhENhbFMNITkQzT93GXDMHDH0nz8055OGCbQGzPxi7dP47985DKYpglZlif7ZRNNWcMFcjQewZHALnj9HhwL74EuopbjOKCgXF0Bl+ZGhboamiN71Me8JTfmMpCJaCiMZSIbmUsx0mehinMUXL8oH28dDgFI3Oj30DU1UBSFSzGIMgwXyHE9iqOBPfD6PTga2oW4iFiOI0HGfKUO1Vo9qrS1cDpyU39P7dYe223SYyAT0UgxlomGkHyYZl5raxgGNtUVpmL50Jke7DvWjatqy7gBiAjDr0HWjTjaAvvg9TfiSGgnYmaP5TgSJJQqy+BS61GlrYPTkTfkVdPJf1b6zz9nIBPRpWIsEw1hqNnltZVZqC5Sccrfv9FvVzvci+bxRj+ataxOsUifQTYMHccCb8Mb8OBIcAf6zKDNSBJKlStQrdajWluPLEfBkIFsd5IFl1gQ0VhgLBMNw2oNZHKj38a6QvxwR2Kj36/fO4//Ge7DvEKZZy7TrDF8IBs4GXoXzb4tOBzajojhtx1rnrwY1Vo9XNoGZDuKRh3InEEmovHAWCYagfQb/dI3+n18SQF+vLsLcUOgL27i5/s68Cc3Xp76EjTRTGQXyOlnIZ8KvY9mXyMOB7ehx+iyHatYXgiXWo9qZz1yHXMBYNgLQjJPsWAgE9F4YiwTDWOoG/0Ks2XcsCgPv21NbvTrwOc/spAb/WjGGW4G2TRNnA4345BvCw4HtyKkX7Adq0h2JQJZrUe+UgqAgUxEUxdjmWgEMr8cPGCj3/LCVCwfPt+L3Ue7cM0V3OhH099IZpDP9hxGs68RrcEmBOJnbMcqdFSiWqtHjeZGvjwfwOBAttqkx0AmosnGWCYagaE2+q2uyMbCYg3HumMAgGd3tuOqxSW80Y+mpeQSovQTLDKvnD7f04ZmfyNaAk3wx9ttx8p3zEe1Wo8apxuFcqXlOchWV06nn0DDQCaiycZYJhqhzNvAkhv9JEnCJ+oK8f1tiS87v/bBeXSG+lBWxI1+ND1kHvOWGcemaaKz9ySa/Y1oDXjQFTthO1auowQurR4u1Y05iss2kDP/LjGQiWiqYiwTjYLVcgzDMHD7knw8tbMTUUMgpgv86952/NlNi7nRj6asoQI5+dbV2w5v/wzyhehR27FyHMVwqfVwaW4UKwuHDOTMtcgMZCKa6hjLRCM01FKMfKeMjy7Ox+vexLmxL+zuwBduuIwb/WhKsbtJL30W2d93Dl5fI1qCTTjX12I7VrZUhGptA1yaG3PlRQNmhkcSyJlnITOQiWiqYiwTjcJQN/ptrCtIxfLRzgi2tXbihmXzudGPJtVIAjkY7YTX50FLwIMzfYdsx3JK+YlAVt0oURbD4ZAHBHLyeMWhzkFmIBPRdMNYJhoFq9llRVGg6zpWlGfj8rlOHOmKAkjc6PeRJaUwTZNrl2lCDbdJzzRNBPu60OJvQkugCR2R9wFYLxnSpFxUqevh0upRqiyFnBHII7koJPl9LrEgoumIsUw0SlYzy8kQ2Li8AP+7KbHR740PL+BcIIKKYpmzyzTuMgPZag1yOOpDi38bWgIetPe+CwHTcixVykaVug4urR5lSh1khzLkDHL6KRZWR70xkIloOmMsE10Eq5MxDMPArVfk40c7OtGnC8QNgZf2tOOxW2p5jByNi5EEcm8siFb/drQEPDjZcwAmDMuxFGShUlsDl1qP+eoKKA510Axy5v8kDhXIya+m8GOeiKY7xjLRKCUDIHN2zeFwIFeTcXNtPl49lFi7/LM9Hfizj16W+vdEl2okgRyJh3HYtwMtAQ9O9L4NQ8Qtx5KhoUJdBZfmRqW2CrKkDYjf9K+cZM4kM5CJaLZgLBNdhPQNSqqqIh6Pp230K0zF8snuPnhaOvGx5eUwTROyLE/yK6fpaCSBHI1HcCSwE96AB8fD+6CLqOVYDqioUFf2B/JqKJJzQCAPdYoFA5mIZiPGMtFFSN/ol7l2eWlZFq4ocaLlQv9Gv52ncOPSUsiyzKUYNCpW10ynv8XifTga3AOv34Nj4d2Iiz7LcRyQMV9dDpfmRpW2FqqUPeJAtlpmkR7H/HgmopmOsUx0kTI3+iVPxdB1HRvrCvF3nvMAgN82d+KsP4KqeQo3+tGwkoFsFcemaSKmR3EssB/eQCPawrsQM3stx5HgQJm6DDWaG1XqOmiOXNtAtjrFgoFMRJTAWCa6BJkb/ZLfv+WKAvxwRyd64yYME3hhTzv+/LYruNGPLGUGcmYox+JRHA8eQEvAgyOhHYiaYZuRJJQpS+DS3KjW1sPpyB/VDHL6OcjJbxnIRDTbMZaJLlLmRr/0+MjRTNxyRT5e+SAAAHhxTwe+dNMibvSjlOECWdfjOBF8B95AI46EdiBiBGzHmqcsRo3WgGptA7IdhRcdyOmzyAADmYgIYCwTXZL0wEgGczwehyRJ2LS8MBXL7f4o3mo+j9tWVXKj3yw2VCAbhgHDMHAq9D68/kYcDm1Hr9FtO9Zc+TK4nG64tHrkOIpHtMQi8+cwkImIhsdYJroEVhv9kmcu15Zkoa4sCx+eS2y6en5XO25ePp8b/WaZ4WaQDcNAR7gZXt8WtIa2IaxfsB1rjrwALq0eLq0eeXLJkIE8kotCGMhERMNjLBNdIquNfvF44lzbjcsLU7H8prcL7d09WFDKjX4zXXogW23UMwwDZ8It8Po9aA1uRVA/aztWkVzdH8hu5MtllxTI6ce88eOPiGhkGMtEYyA9mNPXg35scT5+sP0CwlETpgB+trsdX/143qDTBWj6G0kgn+9pQ7O/Ea3BJvjjHbZjFTjK4dLccDndKJQrLAM5/aIQBjIR0fhhLBNdIrulGLquI0s1cduSArz8rh8A8NLe03jilsVQFIVLMWaAkQRyZ+9JeP2NaAk2oTt2wnasPEcpapxuVKv1mKO4hg1kq016DGQiorHHWCYaA3anYui6jo3Lfh/LZ4Mx/OaDc7hrbRVPxZimrAI5+W1yk153pB1evwctwSZ0Rttsx8pxzEWNltikV6wsHBTIdkcTMpCJiCYOY5loDKQfI5cZNovmZWFleTbeOxMBADy/ux0fX1XOjX7TyEgC2d93tn8NchPO9bXajpXtmJPapDdPuXxQ+KYvqbAK5PSfmxnH/FgiIhp7jGWiMWJ3o59hGNi0vDAVy57WbpzoDGPR/KLU8g2aekYSyKFoZ2IGOeDBmb5m27GypAJUaxvg0twoUWotb8qzO+qNgUxENLkYy0RjJP3M2sw1pTdenoe/3+pAMGpCiMQxcv/9rsTtapxdnjqGC2TTNBGKdqHF34SWQBM6Ih8AEJZjaVIeXNp6VGtulCpLoMiKbRwzkImIpi7GMtEYytzol4ydLFXGx5cW4qV3fACAf913Gn9xGzf6TQVDBXIykntifrT4t6Il4EF773sQMC3HUqUcVGvr4FLdKFOXQZHVYY96s5phZiATEU0djGWiMWS3blnXdXyiriAVyxfCcfzn++ewaX01N/pNgpEEcm8siFb/drQEPTjVcxAmDMuxFGShSlsLl+bGfHU5VFkbUSBbzSIzkImIph7GMtEYSo/lzGBeUOzE2socHOjoBQA8t6sdd62pGHSbGo2PkQRyJBbG4cAOtASacKJnP0zolmPJ0FCprYFLq0eFuhKqnDXqGWQGMhHR9MBYJhpjmbPL6Rv9Ni4vSMXytiM+tJ0PobZiDkzT5Ea/cTCSQO6L9+JocDda/I041rMPhohZjuWAigptFVxqPSq11dDkbMs16lZxPFQgM46JiKY2xjLRGLPb6CdJEm5YlI+i7AvwRxJf0n9uVzu+ubGAG/3GWHoYZ14WYhgGovEI2oJ70RLw4Fh4D+Kiz3IcB2SUqyvg0tyo1NbAKecO+m9rd1FI5jKL9OMFAc4gExFNF4xlonFgtdFPlmVoQuDOpYV4/kA3AODf9p/BV2/nRr+xYDV7LIRIHfMW06M4HtwPb8CDtvAuxMxey3EkODBfrYNLc6NaWwennMdAJiKaxRjLROPAailGaqPf8oJULHf1xPEf757F/e4abvS7CMkoBjAgjpMzyLoRx/Hg2/AGPDga2omoGbYcR4KEUmVpfyCvR7ZSMOj4NqtTTqwimYFMRDSzMJaJxkHmRr9kZOm6juoiJ+pdOdh7MjGz+fzuDty9rpIb/UbIKpDTz0HW9ThOhN6B1+/BkdB29JlBm5EklCi1qNHcqHZuQI5cZDmDnP7fj4FMRDT7MJaJxondMXKJG/2KUrG8q82Pw+dCWFZVzI1+NjIDOXMWWdd1nAq/jxZ/Iw6HtqPX8NmONU+5PHHdtNONXLnYdgZ5pIHMjXpERDMbY5loHFmdlCBJEq5dmIu5OTK6evs3+u08hW/dU8iNfv2ESNyKZzWDnH7ddEf4Q3j9HhwObUNY77Qdr1heCJdWjxqnG3lKyZCBbHUOstVFIQxkIqLZgbFMNE7SvzSfvm5ZlmWoQuDOukI8sy+xdvnlt8/ia3dcgfy0KJuNhjvmzTRNnAm3oNnfiNbgVoT0c7ZjFcnVcGluuLR6FKrlg8LXapMeA5mIiDIxlonGUfoxcunBbBgG7lpagGf3dUMA8Ed0vPrOGWy+cgFM05xVUWZ3FnL6Rr1zPUdSgRyIn7Ydq0CuQI3mRo2zAYVKBQOZiIguGWOZaBwNtdGvolBDQ00udp3oAZA4c/n+DVWzYinGUIGcjOQLvcfh9TeiJdgEX+yU7Vj5jjK4+gN5jlptGciZ68at1iFzkx4REVlhLBONs6E3+hWmYnn/iSCaTwewsmZeas3uTDKSQO6KtMPrb0RrsAmd0WO2Y+U65vUHshtz1YXDBrLVTXrpG/UYyEREZIexTDQB7GY3r16Qi9I8BefDOoDE7PLfVc2ZMbPLI1li4YucSQXy+egR27GyHXMSm/S0BpRolw+KXrtzkO0CmUssiIhoJCQxE6ewiKaY5PFmsVgMkUgEkUgEfX190HUd/3d3J/55bxcAID9Lxrtf/wgKc7NTx5ZNN3aBnH6KRaDvPFoCHrQEmnC2z2s7VpZUCJe2ATXOBpSotYPCd6hj3oY76o2IiGgkOLNMNAGG3OhXV4B/2dcFUwChPgO/OnAGn756wbRaipF+1JtdIIdjXfD6mtASbMLpyIcArH9/Tikf1dp61DgbUKYugSwrtjPIVrPHDGQiIhpLjGWiCZCMNauNfmX5Gq5ekIdtxxJXMT+/ux2bG6oHbDybijJnkK2OeQtHfWjxb0VLwIOOyPsQMC3H0qQcVKmJQJ6vLYMiq6k/r+HOQc6cbWYgExHRWGIsE02QITf6rShMxfLBUyG8d8qPtQvnTbkb/UYSyL2xYH8gN+FU70HbQFakLFSpa1HjbECFtgKKrI04kDmDTEREE4WxTDRBMmM5fSNagysH8/MVnA0lNvo9v6sdq2uKU0E6mQFoFciZp1hEYmEcDuxAS8CDEz1vw4RuOZYMJ6q0NXA53ajUVkFxaJbrj9PDOLncgoFMRESTgbFMNEHSz/HNnF02TRMb64rw492JK5tfeeccvnFXDEX5k7MUY6hATs4i98V7cCSwCy0BD4737IchYpZjyVBRoa5GjdONSucaaHLWgD+HzItCMtchM5CJiGgyMZaJJlD6Rr/0dcu6ruOOZQX4v3s6YQggHDXwi7c78PB1l8E0zQk5FSNzk55VIEfjEbQF98Ab8OBYeA90EbUcywEF5eoK1DgbUOVcC6ecMyiQrTbpMZCJiGiqYSwTTaDMG/3Sl2KU5Km49rI8eI4mN/p14DNX10CW5XFbipEM5PQTLDIDOW7E0BbYC2+gEW2h3YiLiPXvDTLmq3Wo0dyodq5HlpJnGch2m/TSNzRmRjIREdFkYSwTTTCrK7CTSzHuXlGUiuUPTodx8IQPGxaVjOlGv/RATt+klwxk0zQR12M4FnwbLQEPjoZ2IGr2WP9eIKFMXQaX5obLuQFZcv6g9cUjOckiM5CTf05ERESTjbFMNAmszlzWdR0bqrJRWaiiIxAHkLjRb93CuZe80c8ukNMjWdfjOBE6CK/fgyOhHegzgzajSShRalHjbECNcwOy5SLbi0Ls4liWZQYyERFNC4xlogmWfuay1aUaG+sK8X92Jjb6/fu75/DNT0Qxt0BO/ZqRGlkg6zgVfg8tfg8Oh7ah1/DbjjdPuRw1WgNqstzIkeeMKpDTZ5DTNzom/zyIiIimKsYy0SSwOkZOURQYhoE7lhXgJ7s7oZtAb8zEL/Z34HPXLxrxJj+7c5DTI7k99AG8fg9aQ1vRo3fZjlUsL0SN040aZwPylHnDBrLVZj0GMhERTWeMZaJJMNRGv+IcFdcvysebh0MAEhv9Hr52QWpds1U0D3dRiGmaOB32wutvRGtwK0L6edvXViS7UoFcoJSNKpCtbtJjIBMR0XTGWCaaJENt9Nu0vCgVy81ne7C3rRtX1ZYOCGW72/TST7I423OkP5CbEIifsX0thXIlXJobC7IaUKhUDBnIVrPHDGQiIpqpGMtEk8huo9/ayiy4ijSc9Ccu+nh+VzsaLk9cf51kF8gXeo+h2d+I1kATfPF22/ed7yjr36TXgDlq9YB11Jmz3lYXhSQ36TGQiYhoJpNEchcQEU245Ca7WCyGvr4+RCIR9PX1IR6P48UD3fjB9gsAAE2W8M6T12JeQU4qSpNxbBgGuiKn4PU3oiXQhK7Ycdv3l+uY179JrwFz1QWDLkkZ6i1zBjn9ZkEGMhERzVScWSaaRHaxqus6bl9SgKd2dSKqm4jGDby06wQ+95GFqRMxfJHTaO4P5AvRI7bvI8dRDJfmRo3TjXnqohGdYmF3kx4DmYiIZhvGMtEkGmqjX2G2jBsW5eINbwAQJn626xQ2rlVxrHcnWkNbca6vxXbcLKkQLmc9arQGlKiLLZdXjGSjXuZV0wxkIiKabRjLRJPMLpgNw8DGugK80ewDTAO68j6eO/4/AJtedUr5cGkbUJPVgFLlCsiyclHnIFtFMhER0WzFWCaaAtLPXE7GKwAsL3NiYZGCY50xnD5bAtNU4JD11K/TpFxUa+tR42xAmboMSn8gJzfrZY453FXT3KRHREQ0EGOZaJKlnyaRfklJ8rSJO5cW4B+29SAeU9B2shpLFp5BlboONU43KpwroMjaoEDOjOShZpAZyERERPYYy0RTgN1SDEmScPOSfPx4xxlEAby19WrUSbW4cm1NKqqtZqUZyERERGODsUw0BWTOLidniRVFQUGWituWzUEkquPu1bVY7ZoDVVWhaRpUVR3yPGQGMhER0aXhOctEU4QQInXmcvK85d7eXkSjUei6ngpop9MJTdOQlZUFVVUHLbdgIBMREY0dziwTTSHJmWFVVVOXjgghUvGrKAqcTieysrLgdDpTscxAJiIiGh+MZaIpIrkUI7mkwjAMaJoGANB1PRXSmqal3tLXNvOYNyIiorHHWCaaQpIzw4qiwDRNAEiduQwAiqJAVdXUW3JWmYiIiMYHY5loCknf5KeqamqmOT2c00/BYCgTERGNL8Yy0RSTPrucHsvJH0+/UISIiIjGF2OZaApK36QnhEDy0Jr0I+Y4q0xERDT+GMtEU5TD4UhFcnosW/0zERERjQ+es0w0TSRnmHnqBRER0cThzDLRNMJ1ykRERBOLT16iaYKzyURERBOPsUxEREREZIOxTERERERkg7FMRERERGSDsUxEREREZIOxTERERERkg7FMRERERGTj/wPtoa0/d+GA7AAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 矩阵运算"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 矩阵长度叫范数，下图为矩阵范数满足的公式。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 特征向量、特征值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 红色、绿色向量都被一个矩阵作用后，红色的大小和方向都被改变了，绿色的仅被改变了大小，没有改变方向。绿色向量为矩阵的特征向量。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. 线性代数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.1 标量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 标量由只有一个元素的张量表示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([5.])\n",
      "tensor([6.])\n",
      "tensor([1.5000])\n",
      "tensor([9.])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.tensor([3.0])\n",
    "y = torch.tensor([2.0])\n",
    "print(x + y)\n",
    "print(x * y)\n",
    "print(x / y)\n",
    "print(x ** y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.2 向量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.1 创建向量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 可以将向量视为标量值组成的列表。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0, 1, 2, 3])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.2 访问向量元素"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 通过张量的索引来访问任一元素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(3)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4)\n",
    "print(x[3])  # 索引从0开始"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.3 访问向量长度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 访问张量的长度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4)\n",
    "print(len(x))  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.4 访问向量维度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 只有一个轴的张量，形状只有一个元素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4)\n",
    "print(x.shape)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.3 矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.1 创建矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 通过指定两个分量m和n来创建一个形状为m×n的矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0,  1,  2,  3],\n",
      "        [ 4,  5,  6,  7],\n",
      "        [ 8,  9, 10, 11],\n",
      "        [12, 13, 14, 15],\n",
      "        [16, 17, 18, 19]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20).reshape(5,4)\n",
    "print(A) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.2 矩阵转置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 矩阵的转置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0,  1,  2,  3],\n",
      "        [ 4,  5,  6,  7],\n",
      "        [ 8,  9, 10, 11],\n",
      "        [12, 13, 14, 15],\n",
      "        [16, 17, 18, 19]])\n",
      "tensor([[ 0,  4,  8, 12, 16],\n",
      "        [ 1,  5,  9, 13, 17],\n",
      "        [ 2,  6, 10, 14, 18],\n",
      "        [ 3,  7, 11, 15, 19]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20).reshape(5,4)\n",
    "print(A) \n",
    "print(A.T) # 矩阵的转置 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.3 对称矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 对称矩阵（symmetric matrix）A 等于其转置：$A = A^{T}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[1, 2, 3],\n",
      "        [2, 0, 4],\n",
      "        [3, 4, 5]])\n",
      "tensor([[1, 2, 3],\n",
      "        [2, 0, 4],\n",
      "        [3, 4, 5]])\n",
      "tensor([[True, True, True],\n",
      "        [True, True, True],\n",
      "        [True, True, True]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "B = torch.tensor([[1,2,3],[2,0,4],[3,4,5]])\n",
    "print(B) \n",
    "print(B.T)\n",
    "print(B == B.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.4 多维矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 就像向量是标量的推广，矩阵是向量的推广一样，可以构建更多轴的数据结构。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11]],\n",
      "\n",
      "        [[12, 13, 14, 15],\n",
      "         [16, 17, 18, 19],\n",
      "         [20, 21, 22, 23]]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "X = torch.arange(24).reshape(2,3,4)\n",
    "print(X) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.5 矩阵克隆"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 给定具有相同形状的任何两个张量，任何按元素二元运算的结果都将是相同形状的张量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.],\n",
      "        [12., 13., 14., 15.],\n",
      "        [16., 17., 18., 19.]])\n",
      "tensor([[ 0.,  2.,  4.,  6.],\n",
      "        [ 8., 10., 12., 14.],\n",
      "        [16., 18., 20., 22.],\n",
      "        [24., 26., 28., 30.],\n",
      "        [32., 34., 36., 38.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20,dtype=torch.float32).reshape(5,4)\n",
    "B = A.clone() # 通过分配新内存，将A的一个副本分配给B\n",
    "print(A)\n",
    "print(A+B)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.6 矩阵相乘（对应元素相乘）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 两个句子的按元素乘法称为哈达玛积（Hadamard product）（数学符号⊙）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.],\n",
      "        [12., 13., 14., 15.],\n",
      "        [16., 17., 18., 19.]])\n",
      "tensor([[  0.,   1.,   4.,   9.],\n",
      "        [ 16.,  25.,  36.,  49.],\n",
      "        [ 64.,  81., 100., 121.],\n",
      "        [144., 169., 196., 225.],\n",
      "        [256., 289., 324., 361.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20,dtype=torch.float32).reshape(5,4)\n",
    "B = A.clone() # 通过分配新内存，将A的一个副本分配给B\n",
    "print(A)\n",
    "print(A*B)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.7 矩阵加标量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 2,  3,  4,  5],\n",
      "         [ 6,  7,  8,  9],\n",
      "         [10, 11, 12, 13]],\n",
      "\n",
      "        [[14, 15, 16, 17],\n",
      "         [18, 19, 20, 21],\n",
      "         [22, 23, 24, 25]]])\n",
      "torch.Size([2, 3, 4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "a = 2\n",
    "X = torch.arange(24).reshape(2,3,4)\n",
    "print(a + X)\n",
    "print((a * X).shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.8 向量求和"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 计算所有元素的和。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0., 1., 2., 3.])\n",
      "tensor(6.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "X = torch.arange(4,dtype=torch.float32)\n",
    "print(X)\n",
    "print(X.sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.9 矩阵求和"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 表示任意形状张量的元素和。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 5, 4])\n",
      "tensor(780)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20*2).reshape(2,5,4)\n",
    "print(A.shape)\n",
    "print(A.sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.10 矩阵某轴求和（维度丢失）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 指定张量沿哪一个轴来通过求和降低维度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11],\n",
      "         [12, 13, 14, 15],\n",
      "         [16, 17, 18, 19]],\n",
      "\n",
      "        [[20, 21, 22, 23],\n",
      "         [24, 25, 26, 27],\n",
      "         [28, 29, 30, 31],\n",
      "         [32, 33, 34, 35],\n",
      "         [36, 37, 38, 39]]])\n",
      "tensor([[20, 22, 24, 26],\n",
      "        [28, 30, 32, 34],\n",
      "        [36, 38, 40, 42],\n",
      "        [44, 46, 48, 50],\n",
      "        [52, 54, 56, 58]])\n",
      "torch.Size([5, 4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20*2).reshape(2,5,4)\n",
    "print(A)\n",
    "A_sum_axis0 = A.sum(axis=0) # (2,5,4) 对第一个维度进行求和，剩下两个维度留下来了\n",
    "print(A_sum_axis0)\n",
    "print(A_sum_axis0.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11],\n",
      "         [12, 13, 14, 15],\n",
      "         [16, 17, 18, 19]],\n",
      "\n",
      "        [[20, 21, 22, 23],\n",
      "         [24, 25, 26, 27],\n",
      "         [28, 29, 30, 31],\n",
      "         [32, 33, 34, 35],\n",
      "         [36, 37, 38, 39]]])\n",
      "tensor([[ 40,  45,  50,  55],\n",
      "        [140, 145, 150, 155]])\n",
      "torch.Size([2, 4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20*2).reshape(2,5,4)\n",
    "print(A)\n",
    "A_sum_axis1 = A.sum(axis=1) # (2,5,4) 对第二个维度进行求和，剩下两个维度留下来了\n",
    "print(A_sum_axis1)\n",
    "print(A_sum_axis1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11],\n",
      "         [12, 13, 14, 15],\n",
      "         [16, 17, 18, 19]],\n",
      "\n",
      "        [[20, 21, 22, 23],\n",
      "         [24, 25, 26, 27],\n",
      "         [28, 29, 30, 31],\n",
      "         [32, 33, 34, 35],\n",
      "         [36, 37, 38, 39]]])\n",
      "tensor([180, 190, 200, 210])\n",
      "torch.Size([4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20*2).reshape(2,5,4)\n",
    "print(A)\n",
    "A_sum_axis1 = A.sum([0,1]) # (2,5,4) 对第一、二个维度进行求和，剩下一个维度留下来了    \n",
    "print(A_sum_axis1)\n",
    "print(A_sum_axis1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.11 矩阵平均值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 一个与求和相关的量是平均值（mean或average）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(9.5000)\n",
      "20\n",
      "tensor(9.5000)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "print(A.mean())\n",
    "print(A.numel())\n",
    "print(A.sum()/A.numel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([ 8.,  9., 10., 11.])\n",
      "tensor([40., 45., 50., 55.])\n",
      "5\n",
      "tensor([ 8.,  9., 10., 11.])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "print(A.mean(axis=0))\n",
    "print(A.sum(axis=0))\n",
    "print(A.shape[0])\n",
    "print(A.sum(axis=0)/A.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.12 矩阵某轴求和（维度不丢失）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 计算总和或均值时保持轴数不变。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 6.],\n",
      "        [22.],\n",
      "        [38.],\n",
      "        [54.],\n",
      "        [70.]])\n",
      "torch.Size([5, 1])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "sum_A = A.sum(axis=1,keepdims=True) # keepdims=True不丢掉维度，否则三维矩阵按一个维度求和就会变为二维矩阵，二维矩阵若按一个维度求和就会变为一维向量\n",
    "print(sum_A)\n",
    "print(sum_A.shape) # 维度没有丢失，方便使用广播"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.13 矩阵广播"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 通过广播将 A 除以 sum_A。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.0000, 0.1667, 0.3333, 0.5000],\n",
      "        [0.1818, 0.2273, 0.2727, 0.3182],\n",
      "        [0.2105, 0.2368, 0.2632, 0.2895],\n",
      "        [0.2222, 0.2407, 0.2593, 0.2778],\n",
      "        [0.2286, 0.2429, 0.2571, 0.2714]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "sum_A = A.sum(axis=1,keepdims=True) # keepdims=True不丢掉维度，否则三维矩阵按一个维度求和就会变为二维矩阵，二维矩阵若按一个维度求和就会变为一维向量\n",
    "print(A/sum_A) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.14 矩阵某轴累加"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 某个轴计算A元素的累加总和。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  6.,  8., 10.],\n",
      "        [12., 15., 18., 21.],\n",
      "        [24., 28., 32., 36.],\n",
      "        [40., 45., 50., 55.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "print(A.cumsum(axis=0)) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.15 向量点积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 点积是相同位置的按元素成绩的和。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0., 1., 2., 3.])\n",
      "tensor([1., 1., 1., 1.])\n",
      "tensor(6.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4,dtype=torch.float32)\n",
    "y = torch.ones(4, dtype=torch.float32)\n",
    "print(x)\n",
    "print(y)\n",
    "print(torch.dot(x,y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 可以通过执行按元素乘法，然后进行求和来表示两个向量的点积。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(6.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(4,dtype=torch.float32)\n",
    "y = torch.ones(4, dtype=torch.float32)\n",
    "print(torch.sum(x*y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.16 矩阵向量积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① A是一个m×n的矩阵，x是一个n×1的矩阵，矩阵向量积$Ax$是一个长度为m的列向量，其第i个元素是点积$a^{⊤}_{i}x$。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([5, 4])\n",
      "torch.Size([4])\n",
      "tensor([ 14.,  38.,  62.,  86., 110.])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "x = torch.arange(4,dtype=torch.float32)\n",
    "print(A.shape)\n",
    "print(x.shape)\n",
    "print(torch.mv(A,x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.17 矩阵相乘（线性代数相乘）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 可以将矩阵-矩阵乘法AB看作是简单地执行m次矩阵-向量积，并将结果拼接在一起，形成一个n×m矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.],\n",
      "        [12., 13., 14., 15.],\n",
      "        [16., 17., 18., 19.]])\n",
      "tensor([[1., 1., 1.],\n",
      "        [1., 1., 1.],\n",
      "        [1., 1., 1.],\n",
      "        [1., 1., 1.]])\n",
      "tensor([[ 6.,  6.,  6.],\n",
      "        [22., 22., 22.],\n",
      "        [38., 38., 38.],\n",
      "        [54., 54., 54.],\n",
      "        [70., 70., 70.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "A = torch.arange(20, dtype=torch.float32).reshape(5, 4)\n",
    "B = torch.ones(4,3)\n",
    "print(A)\n",
    "print(B)\n",
    "print(torch.mm(A,B))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.18 矩阵L2范数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① L2 范数是向量元素平方和的平方根：\n",
    "$\\|\\mathbf{x}\\|_2 = \\sqrt{\\sum_{i=1}^n x_i^2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(5.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "u = torch.tensor([3.0,-4.0])\n",
    "print(torch.norm(u))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.19 矩阵L1范数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① $L_{1}$范数，它表示为向量元素的绝对值之和：$\\|\\mathbf{x}\\|_1 = \\sum_{i=1}^n \\left|x_i \\right|$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(7.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "u = torch.tensor([3.0,-4.0])\n",
    "print(torch.abs(u).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3.20 矩阵F范数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 矩阵的弗罗贝尼乌斯范数（Frobenius norm）是矩阵元素的平方和的平方根：$$\\|\\mathbf{X}\\|_F = \\sqrt{\\sum_{i=1}^m \\sum_{j=1}^n x_{ij}^2}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(6.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "print(torch.norm(torch.ones((4,9)))) # 把矩阵拉成一个向量，然后再求和"
   ]
  }
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